{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias mediacloud sobre ANS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANS/mediacloud-analysis/option4/media-ans-option4-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANS/mediacloud-analysis/option4/media-ans-option4-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 4: 30 tópicos, algoritmo LDA, API Mallet, alpha 0.001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4065</th>\n",
       "      <td>5418517</td>\n",
       "      <td>Estadão</td>\n",
       "      <td>https://saude.estadao.com.br/noticias/geral,pr...</td>\n",
       "      <td>2018-07-19T19:07:00-03:06</td>\n",
       "      <td>Problemas com planos de saúde afetam 96% dos ...</td>\n",
       "      <td>SÃO PAULO - Uma pesquisa do Instituto Datafol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4066</th>\n",
       "      <td>5419746</td>\n",
       "      <td>Agência Brasil (EBC)</td>\n",
       "      <td>http://agenciabrasil.ebc.com.br/geral/noticia/...</td>\n",
       "      <td>2018-07-20T10:50:00+00:00</td>\n",
       "      <td>ANS está segura da cobrança de 40% em coparti...</td>\n",
       "      <td>Apesar da recente decisão da presidente do Su...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4067</th>\n",
       "      <td>5419753</td>\n",
       "      <td>Agência Brasil (EBC)</td>\n",
       "      <td>http://agenciabrasil.ebc.com.br/geral/noticia/...</td>\n",
       "      <td>2018-07-20T10:50:00+00:00</td>\n",
       "      <td>ANS está segura da cobrança de 40% em coparti...</td>\n",
       "      <td>Apesar da recente decisão da presidente do Su...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id               website  \\\n",
       "4065  5418517               Estadão   \n",
       "4066  5419746  Agência Brasil (EBC)   \n",
       "4067  5419753  Agência Brasil (EBC)   \n",
       "\n",
       "                                                    url  \\\n",
       "4065  https://saude.estadao.com.br/noticias/geral,pr...   \n",
       "4066  http://agenciabrasil.ebc.com.br/geral/noticia/...   \n",
       "4067  http://agenciabrasil.ebc.com.br/geral/noticia/...   \n",
       "\n",
       "               publication_date  \\\n",
       "4065  2018-07-19T19:07:00-03:06   \n",
       "4066  2018-07-20T10:50:00+00:00   \n",
       "4067  2018-07-20T10:50:00+00:00   \n",
       "\n",
       "                                                  title  \\\n",
       "4065   Problemas com planos de saúde afetam 96% dos ...   \n",
       "4066   ANS está segura da cobrança de 40% em coparti...   \n",
       "4067   ANS está segura da cobrança de 40% em coparti...   \n",
       "\n",
       "                                                   text  \n",
       "4065   SÃO PAULO - Uma pesquisa do Instituto Datafol...  \n",
       "4066   Apesar da recente decisão da presidente do Su...  \n",
       "4067   Apesar da recente decisão da presidente do Su...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANS/mediacloud-analysis/media_ans_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias com duplicatas: 4068\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias com duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Remove duplicated news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias sem duplicatas: 3966\n"
     ]
    }
   ],
   "source": [
    "df.set_index('id', inplace=True)\n",
    "df.drop_duplicates(subset=['title','text'], inplace=True)\n",
    "print('### No total de notícias sem duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO: run if enough time!!\n",
    "\n",
    "from difflib import SequenceMatcher\n",
    "\n",
    "def similar(a, b):\n",
    "    return SequenceMatcher(None, a, b).ratio()\n",
    "\n",
    "to_be_droped = []\n",
    "\n",
    "tested = set()\n",
    "for index1, row1 in df.iterrows():\n",
    "    tested.add(index1)\n",
    "    cont = 0\n",
    "    for index2, row2 in df.iterrows():\n",
    "        if index2 not in tested:\n",
    "            n1 = row1.text\n",
    "            n2 = row2.text\n",
    "            try:\n",
    "                if similar(n1,n2) > 0.7:\n",
    "                    my_tuple = (index1, index2) \n",
    "                    to_be_droped.append( my_tuple )\n",
    "                    print(my_tuple)\n",
    "            except TypeError:\n",
    "                # do nothing\n",
    "                print('error in', index1, index2)\n",
    "            cont = cont+1\n",
    "            if cont%1000 == 0:\n",
    "                print(cont)\n",
    "    if(len(to_be_droped) > 0):\n",
    "        print(to_be_droped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias sem duplicatas: 3782\n"
     ]
    }
   ],
   "source": [
    "## removing manually\n",
    "to_be_droped = [\n",
    "    3137219,\n",
    "    1533750,\n",
    "    1533789,\n",
    "    2280762,\n",
    "    1890226,\n",
    "    5212549,\n",
    "    5034403,\n",
    "    5378885,\n",
    "    1646422,\n",
    "    290693,\n",
    "    5348776,\n",
    "    4677579,\n",
    "    4791899,\n",
    "    3017556,\n",
    "    1716593,\n",
    "    4318495,\n",
    "    4318547,\n",
    "    2499843,\n",
    "    2299356,\n",
    "    1924994,\n",
    "    252115,\n",
    "    4453611,\n",
    "    4521802,\n",
    "    4521790,\n",
    "    2220260,\n",
    "    1704419,\n",
    "    1024402,\n",
    "    4843231,\n",
    "    5071301,\n",
    "    747934,\n",
    "    4600065,\n",
    "    5356029,\n",
    "    5411455,\n",
    "    4191171,\n",
    "    5409901,\n",
    "    858349,\n",
    "    860026,\n",
    "    855413,\n",
    "    314843,\n",
    "    5230808,\n",
    "    2612924,\n",
    "    1819438,\n",
    "    854305,\n",
    "    856767,\n",
    "    854644,\n",
    "    26411,\n",
    "    2442672,\n",
    "    2441952,\n",
    "    788164,\n",
    "    1288269,\n",
    "    284953,\n",
    "    2442484,\n",
    "    977166,\n",
    "    1875339,\n",
    "    4677554,\n",
    "    4990733,\n",
    "    248584,\n",
    "    344683,\n",
    "    4883743,\n",
    "    5034460,\n",
    "    677674,\n",
    "    2204411,\n",
    "    4814368,\n",
    "    4683160,\n",
    "    3063553,\n",
    "    4499826,\n",
    "    5377287,\n",
    "    5218880,\n",
    "    55872,\n",
    "    1507001,\n",
    "    1228677,\n",
    "    2751903,\n",
    "    5398291,\n",
    "    4232661,\n",
    "    1180924,\n",
    "    596388,\n",
    "    1243160,\n",
    "    1243045,\n",
    "    1071288,\n",
    "    1673949,\n",
    "    1730365,\n",
    "    2850631,\n",
    "    215373,\n",
    "    206272,\n",
    "    5255387,\n",
    "    5320967,\n",
    "    5016214,\n",
    "    206272,\n",
    "    215373,\n",
    "    4109979,\n",
    "    1243983,\n",
    "    4110455,\n",
    "    1248360,\n",
    "    1248424,\n",
    "    1250401,\n",
    "    4897655,\n",
    "    483045,\n",
    "    523871,\n",
    "    466221,\n",
    "    4027790,\n",
    "    1242475,\n",
    "    474984,\n",
    "    1242546,\n",
    "    4769606,\n",
    "    4104605,\n",
    "    1394638,\n",
    "    2460669,\n",
    "    1395593,\n",
    "    1537578,\n",
    "    1511563,\n",
    "    4973077,\n",
    "    1262914,\n",
    "    5223234,\n",
    "    4671531,\n",
    "    4197647,\n",
    "    2741622,\n",
    "    5072608,\n",
    "    2826210,\n",
    "    1394638,\n",
    "    2460669,\n",
    "    1395593,\n",
    "    1537578,\n",
    "    1511563,\n",
    "    4973077,\n",
    "    1262914,\n",
    "    5223234,\n",
    "    4671531,\n",
    "    4197647,\n",
    "    2741622,\n",
    "    5072608,\n",
    "    2826210,\n",
    "    2114263,\n",
    "    5343627,\n",
    "    2204272,\n",
    "    2739063,\n",
    "    2467743,\n",
    "    4537719,\n",
    "    1242905,\n",
    "    2300031,\n",
    "    5383084,\n",
    "    2074083,\n",
    "    1241965,\n",
    "    4537133,\n",
    "    4769773,\n",
    "    2518603,\n",
    "    1241582,\n",
    "    1242731,\n",
    "    2258495,\n",
    "    1242028,\n",
    "    2008099,\n",
    "    4493633,\n",
    "    5068491,\n",
    "    5221562,\n",
    "    5221322,\n",
    "    5220990,\n",
    "    5055847,\n",
    "    4201856,\n",
    "    4936522,\n",
    "    1084387,\n",
    "    1282364,\n",
    "    4026359,\n",
    "    618716,\n",
    "    604332,\n",
    "    626201,\n",
    "    1632216,\n",
    "    599877,\n",
    "    629966,\n",
    "    610886,\n",
    "    624530,\n",
    "    621359,\n",
    "    581271,\n",
    "    636522,\n",
    "    357205,\n",
    "    5136798,\n",
    "    2031791,\n",
    "    634599, 630183, 274268, 723312, 5132055, 5414239,\n",
    "    4960012, 2757125, 1917936, 422803, 630422, 637075, 607237, 4963372, 4806968, 1088293,\n",
    "    1661587, 635849, 635627, 623175, 621009, 616592, 616269, 296321\n",
    "]\n",
    "df.drop(to_be_droped, inplace=True)\n",
    "print('### No total de notícias sem duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','fez','vem','quer',\n",
    "    'vai','disse','fazer','vao','vamos','acho','preciso','ficar','falar','diz','afirmou','faz','segundo','sabe','afirma','dar','ver',\n",
    "    'informou','dizer',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','nada',\n",
    "    'muito','muitos','pouco',\n",
    "    'tais','quais','tudo','cerca','maior','menor','melhor','menos','falta','bom','bem','tao','tal',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas','entao','pois','sempre','assim','quase','vez','vezes','antes',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'voce','aqui','hoje','sr','ltda',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los','ai',\n",
    "    'ans','estadao',\n",
    "    'jl_zz', 'ss', 'js_ls', 'oz_ss', 'kql', 'i_', 'il', 'il_this', 'ij_this', 'jl', 'zz', 'js', 'ls', 'oz', 'ss', 'i', 'il', 'ij', 'lz',\n",
    "    'sl', 'ol','ta','paa','tamba','dico','dicos',\n",
    "    'string', 'fromcharcode', 'length', 'arguments', 'push',\n",
    "    'si', 'ie', 'rgb', 'typeof', 'ie', 'apply', 'android', 'test', 'sz', 'iz', 'cdata', 'lj', 'mobi', 'attachevent', 'el',\n",
    "    'new', 'date', 'lo', 'void', 'li', 'o_', 'o',\n",
    "    'zi', 'vi', 'et', 'if', 'l', 'z', 'j', 'z_', 'j_', 'null', 'this', 'jj', 'zj', 'sj', 'll', 'ji', 'exec',\n",
    "    #'pe', 'ma', 'pi', 'mt', 'pa', 'sp', 'rj', 'es', 'mg', 'ba', 'pr', 'rs', 'ce', 'go', 'sc',\n",
    "    #'goias', 'piaui', 'maranhao', 'minas', 'norte', 'sul',\n",
    "    #'janeiro', 'fevereiro', 'marco', 'abril', 'maio', 'junho', 'julho', 'agosto', 'setembro', 'outubro', 'novembro', 'dezembro',\n",
    "    #'agencia', 'nacional', 'assessoria',\n",
    "    #'quarta', 'quinta', 'sexta', 'terca', 'segunda',\n",
    "    #'dias', 'paulo', 'rio',\n",
    "    #'silva', 'brasilia', 'social', 'partir',\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 22309\n",
      "### No total de palavras: 996126\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=4, no_above=0.6)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "cp = []\n",
    "for (id_,item) in id2word.items():\n",
    "    cp.append(item)\n",
    "cp.sort()\n",
    "\n",
    "with open('temp.txt', 'w') as f:\n",
    "    for item in cp:\n",
    "        f.write(\"%s\\n\" % item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.001,\n",
    "                                             iterations=300, \n",
    "                                             topic_threshold=0.8,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('media-ans-option4-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "\n",
       "<div id=\"ldavis_el48721121043874725179554138\"></div>\n",
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\"alto_custo\", \"neuroendocrinos_mielofibrose\", \"incorporacao\", \"debates\", \"conitec_comissao\", \"domiciliar\", \"rebate\", \"tratamento\", \"cancer\", \"sus\", \"rol\", \"privado\", \"debate\", \"remedios\", \"recursos\", \"acesso\", \"criacao\", \"setor_privado\", \"sistema\", \"qualidade\", \"publico\", \"inclusao\", \"privados\", \"proposta\", \"procedimentos\", \"pacientes\", \"sistema_unico\", \"judicializacao\", \"uso\", \"tratamentos\", \"ministerio\", \"setor\", \"cobertura\", \"servicos\", \"ministro\", \"parte\", \"atendimento\", \"populacao\", \"assistencia\", \"avaliacao\", \"hospitais\", \"presidente\", \"medicos\", \"operadoras\", \"brasil\", \"governo\", \"forma\", \"pessoas\", \"estado\", \"plano\", \"pais\", \"total_produtos_beneficiarios\", \"nacional_pj_qp\", \"master\", \"enfermaria\", \"pe_qc\", \"qc\", \"enf\", \"standard\", \"nacional_pj_qc\", \"pjce_blue_nac_qp\", \"emp_qp_amil\", \"obst\", \"apartamento\", \"obstetricia\", \"amil_blue\", \"co_participacao\", \"sp_gr_mun\", \"global\", \"pjca_blue_nac_qp\", \"empresarial\", \"premium\", \"blue_nac_qc_pjce\", \"amb_hosp\", \"rubi\", \"dental\", \"aho_qp\", \"ce\", \"qp\", \"uniplan_empresarial\", \"pe_qp\", \"suspensos\", \"basico\", \"registro\", \"especial\", \"pleno\", \"salutar\", \"adesao\", \"cooperativa\", \"suspensao\", \"medico\", \"beneficiarios\", \"trabalho\", \"plano\", \"operadoras\", \"executivo\", \"unimed\", \"assistencia\", \"lista\", \"coletivo\", \"assistencia_medica\", \"atendimento\", \"reclamacoes\", \"rio\", \"mil\", \"delacao\", \"pec\", \"temer\", \"janot\", \"rodrigo_janot\", \"emenda\", \"michel_temer\", \"aecio\", \"jbs\", \"joesley_batista\", \"renan\", \"eduardo_cunha\", \"pgr\", \"procuradoria_geral\", \"irmaos_batista\", \"turno\", \"aprovar\", \"procurador_geral\", \"republica_rodrigo_janot\", \"joesley\", \"senador_aecio_neves\", \"delcidio\", \"pmdb\", \"primeiro_turno\", \"delator\", \"trilhao\", \"dem_rj\", \"ministro_gilmar_mendes\", \"deputados\", \"raquel_dodge\", \"senador\", \"votacao\", \"senado\", \"bancada\", \"camara\", \"teto\", \"aecio_neves\", \"globo\", \"gastos\", \"cpi\", \"deputado\", \"presidente\", \"bilhoes\", \"texto\", \"projeto\", \"governo\", \"proposta\", \"executivo\", \"lei\", \"ano\", \"anos\", \"partir\", \"inflacao\", \"ministro\", \"acordo\", \"poder\", \"paulo\", \"joana\", \"empresario_individual\", \"interclinicas\", \"dias_uteis\", \"orgaos_competentes\", \"registradas\", \"cancelamento\", \"evaldo_foz\", \"avaliadas\", \"regularidade\", \"liminares\", \"green_line\", \"vidigal\", \"alfredo_cardoso\", \"prazos_maximos\", \"prazo_maximo\", \"guia\", \"diretora_adjunta\", \"golden_cross\", \"prazos\", \"unibanco\", \"administradora\", \"descredenciar\", \"punidas\", \"notificacao\", \"cancelar\", \"avimed\", \"canais\", \"transferida\", \"andre_longo\", \"esforcos\", \"prazo\", \"comercializacao\", \"queixas\", \"operadora\", \"portabilidade\", \"reclamacoes\", \"beneficiario\", \"operadoras\", \"ranking\", \"dias\", \"carencia\", \"nota\", \"clientes\", \"atendimento\", \"empresas\", \"contratacao\", \"suspensao\", \"beneficiarios\", \"consumidores\", \"plano\", \"medida\", \"empresa\", \"consumidor\", \"contrato\", \"usuarios\", \"acordo\", \"mil\", \"contratos\", \"caso\", \"decisao\", \"numero\", \"partir\", \"cobertura\", \"reajuste\", \"medicos\", \"mercado\", \"servicos\", \"milhoes\", \"israel\", \"petroleo\", \"pre_sal\", \"pobreza\", \"odebrecht\", \"etanol\", \"luiz_frid\", \"previdencia\", \"ideologia\", \"juros\", \"heranca_maldita\", \"combustiveis\", \"tesouro\", \"moro\", \"uns\", \"alma\", \"pib\", \"israelense\", \"carga_tributaria\", \"demagogia\", \"reforma\", \"cubanos\", \"equipe_economica\", \"pac\", \"inves\", \"dito\", \"planeta\", \"inimigos\", \"governadores\", \"mazelas\", \"deficit\", \"bilhoes\", \"quiser\", \"leilao\", \"governo\", \"justificar\", \"interessa\", \"presidentes\", \"crise\", \"sido\", \"impostos\", \"reais\", \"interesses\", \"contas\", \"recursos\", \"publico\", \"publica\", \"publicos\", \"brasileiros\", \"pais\", \"fato\", \"milhoes\", \"porem\", \"aumentar\", \"brasil\", \"causa\", \"federal\", \"fim\", \"estado\", \"situacao\", \"exemplo\", \"dinheiro\", \"lei\", \"ano\", \"ministro\", \"aumento\", \"sistema\", \"anos\", \"agora\", \"disso\", \"direito\", \"presidente\", \"forma\", \"nova\", \"lula\", \"corruptos\", \"mensalao\", \"povo_brasileiro\", \"nacao\", \"prisao\", \"petistas\", \"condenados\", \"jogadores\", \"impunidade\", \"quadrilha\", \"lulla\", \"pau\", \"stf\", \"crimes\", \"parabens\", \"gilmar_mendes\", \"neymar\", \"governar\", \"povo\", \"joaquim_barbosa\", \"jose_dirceu\", \"fhc\", \"barcelona\", \"paulo_panossian\", \"paz\", \"decol\", \"sul_pr\", \"jogar\", \"ministros\", \"corrupcao\", \"politicos\", \"partido\", \"pobre\", \"editorial\", \"paulo\", \"politico\", \"vergonha\", \"dilma\", \"pt\", \"democracia\", \"republica\", \"eleicao\", \"brasil\", \"dinheiro\", \"pais\", \"silva\", \"afinal\", \"poder\", \"janeiro\", \"agora\", \"presidente\", \"justica\", \"brasileiros\", \"mundo\", \"grande\", \"santos\", \"maioria\", \"politica\", \"tempo\", \"mil\", \"anos\", \"dona_dilma\", \"empreiteiras\", \"escandalo\", \"inteligencia\", \"dolares\", \"presidenta\", \"etica\", \"cuba\", \"policia_federal\", \"petralhas\", \"desgoverno\", \"odio\", \"terroristas\", \"filme\", \"mensaleiros\", \"petrobras\", \"lulopetismo\", \"destruicao\", \"panayotis_poulis_rio\", \"diabo\", \"censura\", \"orgulho\", \"terrorista\", \"leila_leitao\", \"palestinos\", \"saco\", \"cpi\", \"petrolao\", \"trecho\", \"chapa\", \"olimpiada\", \"presidencia\", \"patrimonio\", \"exterior\", \"joao\", \"planalto\", \"cargo\", \"ciencia\", \"rj\", \"ministro\", \"internacional\", \"esquema\", \"dilma_rousseff\", \"fatos\", \"presidente\", \"governo\", \"senado\", \"pt\", \"eua\", \"eduardo\", \"petista\", \"politica\", \"comissao\", \"camara\", \"dilma\", \"processo\", \"pais\", \"poder\", \"dez\", \"caso\", \"republica\", \"brasilia\", \"meio\", \"paulo\", \"projeto\", \"novo\", \"diretor\", \"jose\", \"lula\", \"dia\", \"milhoes\", \"fim\"], \"Total\": [4133.0, 3833.0, 4357.0, 1352.0, 2317.0, 2631.0, 1926.0, 1520.0, 1024.0, 1540.0, 2037.0, 1380.0, 1223.0, 2029.0, 1805.0, 1366.0, 520.0, 1106.0, 1699.0, 1247.0, 1185.0, 1928.0, 1438.0, 542.0, 1872.0, 676.0, 1665.0, 1282.0, 2699.0, 1357.0, 74.43678377173254, 81.34571630286919, 52.167489443955795, 48.76419474611236, 39.84572462809067, 23.530903954933486, 27.135953592667047, 25.891099436052393, 40.01612135824703, 27.80488620804367, 21.448670821461604, 40.53566377400521, 50.282528054462155, 26.226583087161703, 24.077225167910548, 21.259786734652764, 28.541458106775973, 21.82572721244315, 151.10152079127744, 26.208984560370965, 42.66155494474575, 22.344758145959716, 21.410408201361992, 24.495806112750575, 60.40221435841107, 45.407127918267335, 20.46216957462864, 22.14482860700807, 39.93202243302329, 48.916192158244144, 125.61789559126255, 92.77182180090246, 123.19049793800349, 278.0698191212453, 105.23425662254645, 59.06088586250473, 74.91548139860012, 127.3830459925012, 137.51983981558658, 80.20310879162341, 219.0905444031733, 119.86705250806, 1380.7813793001164, 236.50446540411497, 216.26606402319652, 238.13118642355565, 372.34561903867655, 653.7207924493689, 226.3994355357923, 178.17335375930617, 809.0437564024573, 214.47644943639435, 2029.8700468970062, 1699.8558413480278, 1249.8435250561506, 1205.2535072708945, 887.331411354484, 4133.0803673955525, 893.1161659384563, 1202.1449244533248, 4357.174179747693, 1225.2612173726575, 1665.0738119522161, 1872.4139117406069, 592.8439984803489, 1117.2623494776979, 1928.842254314953, 672.0474753097047, 92.92239632770593, 103.8458993039791, 67.80848721437607, 122.16715030123852, 109.42479469503529, 95.14169751762584, 60.509179007450435, 90.49345255733907, 87.01436643949852, 57.08270160236546, 356.60492504929437, 63.148320065812285, 56.410420577955755, 56.20211173653356, 51.165833237612816, 71.58433146932191, 51.46831087613692, 72.4112972911794, 57.02313548391453, 134.63295099975943, 125.98539198353741, 46.76123829874841, 50.866611545957696, 93.78726793434255, 192.4985317574659, 57.031559990298305, 62.72125054468811, 75.51831869365584, 44.99184155407277, 46.225479168928864, 128.3318092677519, 145.84448667173282, 88.04204921029843, 420.6080915341211, 79.56288185550282, 346.8388878638839, 88.0936900046264, 178.99598624049088, 294.13279579061975, 782.9788749350089, 557.7784982365898, 130.79100619963256, 165.51740865898526, 368.54119750017423, 164.18224349847756, 143.69143142361904, 261.6211636952761, 287.66064901184154, 1205.2535072708945, 180.86867087755567, 2734.098786821125, 382.51336633435096, 324.79990242917467, 244.66216862901945, 451.2150452320445, 463.58125671551534, 2699.828853045061, 861.6792695667899, 4357.174179747693, 867.7676871191767, 1374.4440472220015, 1007.3378286205013, 342.723778275904, 909.6128015978404, 1117.2623494776979, 328.73709452694743, 575.6914288425625, 2316.75201387133, 639.1767582443375, 405.7848101287001, 40.79736896805485, 195.48459286731108, 228.49580611994864, 44.43582535879722, 103.72280288240773, 264.7454194652276, 33.1579960568359, 78.62228768359094, 520.4844260600963, 118.82375407555745, 37.24955499727027, 264.2653352857162, 71.23684574477218, 100.86890585833922, 31.515521243693644, 87.39326894877516, 53.54200691857147, 116.57796096606381, 31.854595921411217, 83.98904203380667, 48.165147006006514, 164.73551185780315, 52.22698051233513, 124.09904364694184, 38.15408523193071, 26.052592931137333, 171.59607377784567, 42.15419820903407, 32.25698068478752, 29.828950897647196, 273.2770753984969, 86.46232183164676, 136.6970467616344, 279.901504638223, 330.706045743561, 708.3625670521669, 1185.3490869394873, 324.79990242917467, 82.32545816823779, 1805.7926233491594, 881.9377023973425, 478.4950802641924, 850.4529333460711, 652.1783753181523, 484.09516766775795, 2734.098786821125, 382.51336633435096, 1647.8725317202927, 1205.2535072708945, 456.2382550900245, 26.510411274205136, 38.818822700799245, 29.571635142005128, 24.452958003907085, 26.250109994844383, 23.706486607743724, 22.448774183544998, 282.94212132144736, 34.55663043375069, 26.95454882003107, 41.676245935889995, 23.062531341521016, 21.980286791948572, 46.52318185683792, 21.314628694614008, 26.107163048563205, 34.90279051752324, 21.600108894886734, 29.03131323191838, 27.92737557064633, 33.30020083078529, 25.98351067009191, 54.923895111798394, 76.32547302117685, 54.29489813761486, 19.834940133296705, 20.444553435041417, 79.51783897484886, 276.3508215187864, 22.725112795270977, 82.30752186397604, 571.2107262277106, 202.0330194769493, 371.3291911175204, 264.26376334503027, 157.640363286147, 82.82723697663633, 683.0408041777038, 205.44900782585196, 652.1783753181523, 118.52939315194297, 1247.8841486042832, 256.73985418781, 452.13541240195366, 126.62962142285332, 809.7139277539956, 224.7706220012059, 629.563326072887, 377.78320722885115, 639.1767582443375, 478.4950802641924, 672.0474753097047, 1205.2535072708945, 1374.4440472220015, 489.3478059455301, 711.774998152355, 270.16482513972943, 746.3704261961891, 1647.8725317202927, 42.836054903329696, 46.867154163143674, 28.59171656110588, 25.17563959325534, 89.939429578961, 50.282528054462155, 26.84573231562962, 80.8709451254251, 48.72633376006745, 34.916284910055154, 26.23345279679078, 22.611003076795953, 90.62380501554516, 22.860123384106117, 151.32659510058542, 37.36760307678717, 112.57203483086778, 36.21259989576385, 23.8215314773996, 63.20417330452344, 78.95850102571363, 72.86644178346992, 48.52269331071308, 91.08595052760425, 25.250922392405325, 37.28681082492395, 25.92046986162523, 33.97135460405672, 42.775521593672245, 48.22172435861028, 93.10725475496132, 67.99786437714384, 395.2720494539875, 255.83833607041012, 4133.0803673955525, 1106.4685082217666, 107.3705937916402, 1027.4484072039352, 1380.7813793001164, 652.7979192685848, 133.31929667225063, 411.3689162398955, 254.35326019103283, 1926.2541779684036, 249.24189210456143, 1647.8725317202927, 861.6792695667899, 2734.098786821125, 1126.378009991552, 472.07109627440553, 1117.2623494776979, 417.15312444447767, 719.4182277948495, 1438.6486923051275, 2317.7487925148125, 627.4692283755586, 390.74254812243436, 891.938830123931, 887.331411354484, 1249.8435250561506, 920.2640939553361, 1540.638594025217, 28.531260284668246, 41.60434246097332, 40.73045107954044, 31.94474223857918, 32.05171152585845, 47.40998366876909, 22.355786924129568, 21.620254525746056, 67.68669112367981, 66.6571925375468, 19.99624524612089, 42.091947350871955, 22.288039224491317, 316.1136853591804, 117.45848967082169, 48.05378766178246, 42.97273743781418, 32.915545083762815, 21.272638757068936, 27.427139667040343, 22.601809564089148, 91.94198050842064, 39.744118149186775, 90.00869519606302, 19.75764225990617, 35.842573018277484, 39.851038009096214, 20.853300242046696, 19.55170324208553, 42.74953591861216, 46.88087322162136, 78.63265160296137, 115.33500834524143, 137.82241905173683, 78.88828146176301, 191.81114819176852, 1380.7813793001164, 159.69415159703317, 168.27165912878178, 639.4462351483877, 1366.2559147393001, 1074.0276268841958, 546.1298311188856, 1928.842254314953, 1926.2541779684036, 678.6547700141983, 1352.790996076665, 4133.0803673955525, 3833.0047040847917, 1540.638594025217, 1225.2612173726575, 2631.743635962255, 1202.1449244533248, 1699.8558413480278, 1872.4139117406069, 438.8398014912244, 1249.8435250561506, 672.0415155638067, 881.9377023973425, 1805.7926233491594, 592.8439984803489, 637.9075327276203, 4357.174179747693, 2029.8700468970062, 1665.0738119522161, 1152.24452934455, 2734.098786821125, 1282.2288052440604, 1243.6182907632897, 42.60518714094544, 28.396359699277962, 40.74979283655259, 25.598583433079824, 37.23719508978222, 26.05098608242243, 54.29489813761486, 206.43672860618085, 106.5069483584408, 76.69411616306375, 21.649824966505665, 22.223246324067937, 134.06675056363068, 41.772582818857046, 29.738053143987706, 39.86207012215087, 50.670803835014986, 29.0219164874976, 25.88175758877458, 52.37845618962994, 23.05162238640994, 24.664509960355627, 21.41653528020951, 34.04153055694406, 32.52559761474539, 121.83420774366007, 28.278875439594398, 42.96379096977444, 47.19763117540003, 20.58008549082644, 138.58155202560994, 124.06009897546676, 193.19627367513976, 708.3625670521669, 627.4692283755586, 102.69384635321556, 132.0494869196208, 637.9075327276203, 63.070515437523966, 881.9377023973425, 158.70675695767943, 524.0681002836025, 402.68544350466914, 375.71621913693417, 1152.24452934455, 407.03719373194554, 867.7676871191767, 683.0408041777038, 1699.8558413480278, 1374.4440472220015, 335.24459900275616, 2734.098786821125, 1185.3490869394873, 652.1783753181523, 2699.828853045061, 1665.0738119522161, 1282.2288052440604, 1223.2480366437223, 515.6741301772353, 2316.75201387133, 526.941409204094, 678.6547700141983, 4357.174179747693, 1243.6182907632897, 1805.7926233491594, 783.1604657878357, 1202.1449244533248, 2631.743635962255, 83.51930042883951, 51.54036622892264, 68.02999044004208, 54.09818053435289, 59.95293266631256, 53.3649818574304, 61.54649506056292, 25.05350035125452, 65.10677287160016, 126.62962142285332, 37.40305540306564, 25.486433031998953, 24.73421789515232, 27.583796720996876, 60.821356508030206, 27.872619389893973, 32.27229887739785, 94.91943711685052, 29.405373304003476, 31.846300162342626, 34.43533160141888, 54.923895111798394, 27.478657840086466, 23.90147222569844, 22.984355216386675, 34.99546355328831, 22.051674430656647, 26.468629385601208, 25.289748486221985, 26.951777275387037, 35.49875487602104, 41.03803830589861, 264.26376334503027, 276.3508215187864, 202.0330194769493, 282.94212132144736, 76.32547302117685, 279.901504638223, 746.3704261961891, 330.706045743561, 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\"verba\", \"verba\", \"verba\", \"verba\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vereador\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"vergonha\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"verticalizacao\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vgbl\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vidigal\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigente\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigilancia_sanitaria\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"viver\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"votado\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"washington\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]};\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=           Freq  cluster  topics         x         y\n",
       "topic                                               \n",
       "0      1.814110        1       1  0.028451  0.053604\n",
       "1      7.541138        1       2  0.102816 -0.103087\n",
       "2      2.452560        1       3  0.037276 -0.040351\n",
       "3      1.040784        1       4  0.020651  0.003352\n",
       "4      1.533644        1       5 -0.037186  0.008372\n",
       "5      1.511658        1       6 -0.043457  0.020514\n",
       "6      2.204415        1       7  0.020254 -0.043835\n",
       "7      1.618764        1       8 -0.000271 -0.003515\n",
       "8      4.236216        1       9 -0.060843 -0.017697\n",
       "9      4.367912        1      10  0.012637 -0.066877\n",
       "10     3.446898        1      11 -0.085298  0.058622\n",
       "11     1.445786        1      12  0.024496 -0.024305\n",
       "12     2.230980        1      13  0.092215  0.038644\n",
       "13     6.876696        1      14 -0.081504 -0.045141\n",
       "14     3.256886        1      15 -0.081659 -0.014522\n",
       "15     1.058685        1      16  0.054604  0.053017\n",
       "16     1.964756        1      17 -0.078652 -0.002387\n",
       "17     3.141850        1      18 -0.012930 -0.002756\n",
       "18     1.657881        1      19  0.013468  0.011403\n",
       "19     7.121917        1      20 -0.057949 -0.053647\n",
       "20     3.060508        1      21 -0.073462  0.029348\n",
       "21     1.198294        1      22 -0.027813  0.045132\n",
       "22     2.199159        1      23 -0.040306  0.005388\n",
       "23     2.494888        1      24 -0.004844 -0.060490\n",
       "24     1.344451        1      25 -0.008006  0.082090\n",
       "25     0.803092        1      26  0.073060  0.039321\n",
       "26     6.102717        1      27 -0.099505  0.025941\n",
       "27     9.043260        1      28  0.053564 -0.097709\n",
       "28     9.070813        1      29  0.154475  0.027689\n",
       "29     4.159280        1      30  0.105717  0.073884, topic_info=      Category         Freq                          Term        Total  \\\n",
       "term                                                                     \n",
       "293    Default  4133.000000                         plano  4133.000000   \n",
       "48     Default  3833.000000                    operadoras  3833.000000   \n",
       "52     Default  4357.000000                         paulo  4357.000000   \n",
       "220    Default  1352.000000                        unimed  1352.000000   \n",
       "12     Default  2317.000000                    consumidor  2317.000000   \n",
       "267    Default  2631.000000                   atendimento  2631.000000   \n",
       "399    Default  1926.000000                     operadora  1926.000000   \n",
       "172    Default  1520.000000                      reajuste  1520.000000   \n",
       "6544   Default  1024.000000                          lula  1024.000000   \n",
       "1905   Default  1540.000000                 beneficiarios  1540.000000   \n",
       "32     Default  2037.000000                       governo  2037.000000   \n",
       "25     Default  1380.000000                       empresa  1380.000000   \n",
       "3211   Default  1223.000000                           sus  1223.000000   \n",
       "252    Default  2029.000000                    presidente  2029.000000   \n",
       "143    Default  1805.000000                       medicos  1805.000000   \n",
       "104    Default  1366.000000                      clientes  1366.000000   \n",
       "899    Default   520.000000                         parto   520.000000   \n",
       "197    Default  1106.000000                      contrato  1106.000000   \n",
       "585    Default  1699.000000                           mil  1699.000000   \n",
       "790    Default  1247.000000                 procedimentos  1247.000000   \n",
       "767    Default  1185.000000                        medico  1185.000000   \n",
       "26     Default  1928.000000                      empresas  1928.000000   \n",
       "242    Default  1438.000000                           lei  1438.000000   \n",
       "221    Default   542.000000             unimed_paulistana   542.000000   \n",
       "586    Default  1872.000000                       milhoes  1872.000000   \n",
       "4155   Default   676.000000                           stf   676.000000   \n",
       "91     Default  1665.000000                           ano  1665.000000   \n",
       "80     Default  1282.000000                         setor  1282.000000   \n",
       "628    Default  2699.000000                        brasil  2699.000000   \n",
       "100    Default  1357.000000                       aumento  1357.000000   \n",
       "5323    Topic1    43.834041                      correios    74.436784   \n",
       "10434   Topic1    31.197297                         greve    81.345716   \n",
       "8681    Topic1    19.693620                          geap    52.167489   \n",
       "2063    Topic1    17.439618                       decreto    48.764195   \n",
       "1956    Topic1    13.736624                     aeroporto    39.845725   \n",
       "13807   Topic1     7.891509                         anjos    23.530904   \n",
       "8922    Topic1     8.516705                        blocos    27.135954   \n",
       "9366    Topic1     7.829199             tribunal_superior    25.891099   \n",
       "5484    Topic1    11.915806                       alianca    40.016121   \n",
       "5067    Topic1     7.837752                        postal    27.804886   \n",
       "9367    Topic1     5.953478                           tst    21.448671   \n",
       "11581   Topic1    11.186872                          anac    40.535664   \n",
       "1490    Topic1    13.752464                          fgts    50.282528   \n",
       "15490   Topic1     7.009399                           cet    26.226583   \n",
       "15738   Topic1     6.285709                         light    24.077225   \n",
       "18178   Topic1     5.526837                         folia    21.259787   \n",
       "15808   Topic1     7.387338                     bancarios    28.541458   \n",
       "13400   Topic1     5.630090                        people    21.825727   \n",
       "2032    Topic1    38.631212                     sindicato   151.101521   \n",
       "10543   Topic1     6.647880                     logistica    26.208985   \n",
       "6489    Topic1    10.816699                    inscricoes    42.661555   \n",
       "9363    Topic1     5.623109                  trabalho_tst    22.344758   \n",
       "17691   Topic1     5.230487                         egito    21.410408   \n",
       "6121    Topic1     5.951420                       colegio    24.495806   \n",
       "5602    Topic1    14.461431                santa_catarina    60.402214   \n",
       "11611   Topic1    10.775100                    aeroportos    45.407128   \n",
       "9348    Topic1     4.851801                    governista    20.462170   \n",
       "15893   Topic1     5.177393                       jaragua    22.144829   \n",
       "10941   Topic1     9.296094                     licitacao    39.932022   \n",
       "15820   Topic1    11.160562                      carnaval    48.916192   \n",
       "8073    Topic1    28.260295                         globo   125.617896   \n",
       "3720    Topic1    20.834519                    empregados    92.771822   \n",
       "5520    Topic1    25.589499                    servidores   123.190498   \n",
       "652     Topic1    52.043064                  funcionarios   278.069819   \n",
       "5281    Topic1    20.423209                      agencias   105.234257   \n",
       "5514    Topic1    12.629509                        recife    59.060886   \n",
       "569     Topic1    15.233275                       entrega    74.915481   \n",
       "1476    Topic1    23.112963                     categoria   127.383046   \n",
       "98      Topic1    24.470072                    atividades   137.519840   \n",
       "4340    Topic1    15.960457                         noite    80.203109   \n",
       "9826    Topic1    33.019874                 trabalhadores   219.090544   \n",
       "1510    Topic1    21.192626                       salario   119.867053   \n",
       "25      Topic1    87.616699                       empresa  1380.781379   \n",
       "1471    Topic1    27.790683                         banco   236.504465   \n",
       "553     Topic1    25.287008                 administracao   216.266064   \n",
       "1918    Topic1    26.342053                        regiao   238.131186   \n",
       "126     Topic1    28.658910                      entidade   372.345619   \n",
       "146     Topic1    35.251352                    ministerio   653.720792   \n",
       "1548    Topic1    21.977939                        quinta   226.399436   \n",
       "3455    Topic1    19.661174                        centro   178.173354   \n",
       "184     Topic1    36.053629                      trabalho   809.043756   \n",
       "1919    Topic1    21.194402                           sul   214.476449   \n",
       "252     Topic1    50.577951                    presidente  2029.870047   \n",
       "585     Topic1    44.994325                           mil  1699.855841   \n",
       "86      Topic1    39.746335                        acordo  1249.843525   \n",
       "231     Topic1    37.964934                           dia  1205.253507   \n",
       "77      Topic1    33.834257                       servico   887.331411   \n",
       "293     Topic1    47.542794                         plano  4133.080367   \n",
       "756     Topic1    31.193755                       janeiro   893.116166   \n",
       "78      Topic1    31.959848                      servicos  1202.144924   \n",
       "52      Topic1    37.449016                         paulo  4357.174180   \n",
       "1551    Topic1    29.729838                           rio  1225.261217   \n",
       "91      Topic1    30.392520                           ano  1665.073812   \n",
       "586     Topic1    29.691213                       milhoes  1872.413912   \n",
       "1436    Topic1    25.663015                          nota   592.843998   \n",
       "368     Topic1    27.501339                          dias  1117.262349   \n",
       "26      Topic1    27.588619                      empresas  1928.842254   \n",
       "373     Topic1    24.607162                        partir   672.047475   \n",
       "11151   Topic2    76.783526                          fifa    92.922396   \n",
       "10113   Topic2    84.895960                         armas   103.845899   \n",
       "13434   Topic2    52.664627                angelo_tonelli    67.808487   \n",
       "7564    Topic2    93.352678                        drogas   122.167150   \n",
       "5200    Topic2    83.254934                       policia   109.424795   \n",
       "9900    Topic2    71.257906                      alemanha    95.141698   \n",
       "10635   Topic2    45.306585          oliveira_monte_santo    60.509179   \n",
       "10520   Topic2    67.534960                         jogos    90.493453   \n",
       "9443    Topic2    63.909874                         festa    87.014366   \n",
       "13671   Topic2    41.521957                          papa    57.082702   \n",
       "10232   Topic2   256.494938                          copa   356.604925   \n",
       "9952    Topic2    45.264414                          amor    63.148320   \n",
       "11290   Topic2    39.920542                      portugal    56.410421   \n",
       "13069   Topic2    39.750604                 criminalidade    56.202112   \n",
       "11128   Topic2    36.012705                       estadio    51.165833   \n",
       "9263    Topic2    49.901364                      gasolina    71.584331   \n",
       "13474   Topic2    35.382851         carvalho_carneiro_rio    51.468311   \n",
       "8490    Topic2    49.748698                       esporte    72.411297   \n",
       "10175   Topic2    38.864330                   candidatura    57.023135   \n",
       "6135    Topic2    91.674535                          obra   134.632951   \n",
       "8340    Topic2    85.058758                        homens   125.985392   \n",
       "11036   Topic2    31.472968                           cbf    46.761238   \n",
       "13338   Topic2    34.180880                       trafico    50.866612   \n",
       "8138    Topic2    62.885033                         viver    93.787268   \n",
       "5549    Topic2   128.599040                         certo   192.498532   \n",
       "11200   Topic2    37.939213                            km    57.031560   \n",
       "7648    Topic2    41.564431                          fogo    62.721251   \n",
       "10778   Topic2    49.916060                ribeirao_preto    75.518319   \n",
       "10110   Topic2    29.725877             ariovaldo_batista    44.991842   \n",
       "14201   Topic2    30.536382                          poco    46.225479   \n",
       "13239   Topic2    83.158273                        onibus   128.331809   \n",
       "10582   Topic2    93.456940                         midia   145.844487   \n",
       "6751    Topic2    56.612162                    propaganda    88.042049   \n",
       "38      Topic2   237.712906                          jose   420.608092   \n",
       "6534    Topic2    50.888402                   consciencia    79.562882   \n",
       "6486    Topic2   172.106812                      educacao   346.838888   \n",
       "9959    Topic2    54.762785                          bola    88.093690   \n",
       "11108   Topic2    96.214792                     eleitoral   178.995986   \n",
       "1283    Topic2   142.372981                      respeito   294.132796   \n",
       "5736    Topic2   307.116384                         mundo   782.978875   \n",
       "936     Topic2   232.306077                          vida   557.778498   \n",
       "2868    Topic2    74.816427                          agua   130.791006   \n",
       "6132    Topic2    88.845054                           mao   165.517409   \n",
       "2690    Topic2   160.100026                         claro   368.541198   \n",
       "4966    Topic2    87.983526                        jovens   164.182243   \n",
       "5810    Topic2    79.582145                       emprego   143.691431   \n",
       "3815    Topic2   117.571859                        alguem   261.621164   \n",
       "5990    Topic2   123.836191                       futebol   287.660649   \n",
       "231     Topic2   309.813496                           dia  1205.253507   \n",
       "6972    Topic2    89.612162                         obras   180.868671   \n",
       "4       Topic2   452.524354                          anos  2734.098787   \n",
       "3920    Topic2   137.019508                          casa   382.513366   \n",
       "1893    Topic2   122.011337                         filho   324.799902   \n",
       "482     Topic2   104.567219                           deu   244.662169   \n",
       "2201    Topic2   139.768335                       poderia   451.215045   \n",
       "2753    Topic2   139.601068                          lado   463.581257   \n",
       "628     Topic2   307.916978                        brasil  2699.828853   \n",
       "407     Topic2   183.182105                         tempo   861.679270   \n",
       "52      Topic2   372.772891                         paulo  4357.174180   \n",
       "4637    Topic2   182.271837                     populacao   867.767687   \n",
       "781     Topic2   214.665580                       pessoas  1374.444047   \n",
       "533     Topic2   186.805866                         forma  1007.337829   \n",
       "6508    Topic2   119.319555                        parece   342.723778   \n",
       "458     Topic2   162.757471                         parte   909.612802   \n",
       "368     Topic2   167.485322                          dias  1117.262349   \n",
       "2856    Topic2   115.664995                           mal   328.737095   \n",
       "280     Topic2   128.635057                          fato   575.691429   \n",
       "51      Topic2   167.460774                          pais  2316.752014   \n",
       "993     Topic2   123.050849                          tipo   639.176758   \n",
       "1558    Topic2   112.905457                        cidade   405.784810   \n",
       "18932   Topic3    25.160201                         doula    40.797369   \n",
       "7309    Topic3   116.741018                          bebe   195.484593   \n",
       "7312    Topic3   120.696064                       cesarea   228.495806   \n",
       "7323    Topic3    22.571569              parto_humanizado    44.435825   \n",
       "4460    Topic3    50.227389                      gestacao   103.722803   \n",
       "7324    Topic3   126.168337                  parto_normal   264.745419   \n",
       "19839   Topic3    15.747198                  endometriose    33.157996   \n",
       "4462    Topic3    36.456563                      gravidez    78.622288   \n",
       "899     Topic3   238.475553                         parto   520.484426   \n",
       "7102    Topic3    53.710020                    cesarianas   118.823754   \n",
       "5943    Topic3    16.664955                    enfermeira    37.249555   \n",
       "1894    Topic3   117.221472                           mae   264.265335   \n",
       "7321    Topic3    31.574594                          maes    71.236846   \n",
       "17852   Topic3    44.391736                      obstetra   100.868906   \n",
       "21087   Topic3    13.813526                        amanda    31.515521   \n",
       "6261    Topic3    37.958706                    nascimento    87.393269   \n",
       "8879    Topic3    23.131440                        nasceu    53.542007   \n",
       "7314    Topic3    50.338547                     cesariana   116.577961   \n",
       "8888    Topic3    13.744858                      placenta    31.854596   \n",
       "4486    Topic3    35.502810                       semanas    83.989042   \n",
       "6260    Topic3    20.251142                        nascer    48.165147   \n",
       "7001    Topic3    68.963880                      gestante   164.735512   \n",
       "7318    Topic3    21.207642                      gravidas    52.226981   \n",
       "3108    Topic3    49.776616                        partos   124.099044   \n",
       "8435    Topic3    15.287584                    engravidar    38.154085   \n",
       "19466   Topic3    10.411965                        doulas    26.052593   \n",
       "7101    Topic3    66.003611                      cesareas   171.596074   \n",
       "18389   Topic3    15.777498                     home_care    42.154198   \n",
       "6316    Topic3    11.821970                     anestesia    32.256981   \n",
       "8861    Topic3    10.917552                    contracoes    29.828951   \n",
       "7322    Topic3    93.083156                        mulher   273.277075   \n",
       "4071    Topic3    30.520542                   maternidade    86.462322   \n",
       "733     Topic3    47.190382                           dor   136.697047   \n",
       "2823    Topic3    72.886197                      mulheres   279.901505   \n",
       "4446    Topic3    74.421446                      cirurgia   330.706046   \n",
       "1561    Topic3   128.122401                      hospital   708.362567   \n",
       "767     Topic3   173.938605                        medico  1185.349087   \n",
       "1893    Topic3    60.050746                         filho   324.799902   \n",
       "7108    Topic3    26.116758                partos_normais    82.325458   \n",
       "143     Topic3   100.061351                       medicos  1805.792623   \n",
       "875     Topic3    72.944143                     hospitais   881.937702   \n",
       "2158    Topic3    55.721382                         risco   478.495080   \n",
       "109     Topic3    67.586085                         conta   850.452933   \n",
       "1740    Topic3    61.085902                      paciente   652.178375   \n",
       "5262    Topic3    50.768521                         gente   484.095168   \n",
       "4       Topic3    80.755267                          anos  2734.098787   \n",
       "3920    Topic3    45.762807                          casa   382.513366   \n",
       "388     Topic3    62.117696                          caso  1647.872532   \n",
       "231     Topic3    56.165099                           dia  1205.253507   \n",
       "455     Topic3    46.745839                        muitas   456.238255   \n",
       "21827   Topic4    10.098281                     detran_pe    26.510411   \n",
       "21834   Topic4    12.874517            esclerose_multipla    38.818823   \n",
       "19670   Topic4     9.299835        incontinencia_urinaria    29.571635   \n",
       "7801    Topic4     7.394860                   geneticista    24.452958   \n",
       "8929    Topic4     7.684085                      pet_scan    26.250110   \n",
       "22012   Topic4     6.872586                           ame    23.706487   \n",
       "19893   Topic4     6.348521                 laparoscopica    22.448774   \n",
       "2481    Topic4    79.365612                        cancer   282.942121   \n",
       "2819    Topic4     9.534204                      genetica    34.556630   \n",
       "19851   Topic4     7.359224             casos_especificos    26.954549   \n",
       "8505    Topic4    10.995167                      prostata    41.676246   \n",
       "17178   Topic4     6.078927            exame_laboratorial    23.062531   \n",
       "8709    Topic4     5.774280                       celulas    21.980287   \n",
       "16818   Topic4    12.063864                      sindrome    46.523182   \n",
       "9162    Topic4     5.454118                  geneticistas    21.314629   \n",
       "21992   Topic4     6.563850                       vigitel    26.107163   \n",
       "11069   Topic4     8.426630                          cura    34.902791   \n",
       "22023   Topic4     5.193913                          pcdt    21.600109   \n",
       "2268    Topic4     6.857205                    anticorpos    29.031313   \n",
       "20333   Topic4     6.587137                       conitec    27.927376   \n",
       "8934    Topic4     7.417687                       tumores    33.300201   \n",
       "9401    Topic4     5.695614                     intestino    25.983511   \n",
       "8470    Topic4    12.017213                      implante    54.923895   \n",
       "2505    Topic4    15.853740                          mama    76.325473   \n",
       "8700    Topic4    11.215365                     obesidade    54.294898   \n",
       "22015   Topic4     4.056821                        avonex    19.834940   \n",
       "21824   Topic4     4.165482                       bulhoes    20.444553   \n",
       "8011    Topic4    16.175561                   medicamento    79.517839   \n",
       "1172    Topic4    55.560391                        doenca   276.350822   \n",
       "8866    Topic4     4.407212                       dosagem    22.725113   \n",
       "7815    Topic4    14.183865                       sessoes    82.307522   \n",
       "1792    Topic4    79.147788                    tratamento   571.210726   \n",
       "2451    Topic4    27.623092                   diagnostico   202.033019   \n",
       "2286    Topic4    45.162292                           rol   371.329191   \n",
       "2418    Topic4    31.468971                         exame   264.263763   \n",
       "535     Topic4    21.634269                      inclusao   157.640363   \n",
       "2270    Topic4    13.090731         cobertura_obrigatoria    82.827237   \n",
       "2310    Topic4    44.608068                     pacientes   683.040804   \n",
       "1810    Topic4    21.880759                       doencas   205.449008   \n",
       "1740    Topic4    38.590037                      paciente   652.178375   \n",
       "687     Topic4    14.801527                      remedios   118.529393   \n",
       "790     Topic4    52.295588                 procedimentos  1247.884149   \n",
       "666     Topic4    21.863717                  medicamentos   256.739854   \n",
       "453     Topic4    27.904475                         lista   452.135412   \n",
       "5129    Topic4    13.937902                        dengue   126.629621   \n",
       "152     Topic4    26.539418                         novos   809.713928   \n",
       "1655    Topic4    15.094052                   tratamentos   224.770622   \n",
       "743     Topic4    18.862263                        exames   629.563326   \n",
       "6067    Topic4    16.157650                           uso   377.783207   \n",
       "993     Topic4    16.990367                          tipo   639.176758   \n",
       "2158    Topic4    15.610329                         risco   478.495080   \n",
       "373     Topic4    16.210019                        partir   672.047475   \n",
       "231     Topic4    17.264971                           dia  1205.253507   \n",
       "781     Topic4    17.253562                       pessoas  1374.444047   \n",
       "1385    Topic4    15.332813                  procedimento   489.347806   \n",
       "895     Topic4    15.290718                          novo   711.774998   \n",
       "1161    Topic4    13.968762                     cirurgias   270.164825   \n",
       "522     Topic4    14.497982                         casos   746.370426   \n",
       "388     Topic4    14.233780                          caso  1647.872532   \n",
       "3787    Topic5    16.269013                   justa_causa    42.836055   \n",
       "4839    Topic5    15.692295                    empregador    46.867154   \n",
       "15746   Topic5     9.515948                  ex_empregado    28.591717   \n",
       "1651    Topic5     7.919037              rosana_chiavassa    25.175640   \n",
       "3919    Topic5    26.766104                    aposentado    89.939430   \n",
       "1490    Topic5    14.677745                          fgts    50.282528   \n",
       "5083    Topic5     7.661588         aposentados_demitidos    26.845732   \n",
       "7561    Topic5    22.308409                   dependentes    80.870945   \n",
       "10260   Topic5    13.406742                      demitido    48.726334   \n",
       "5063    Topic5     9.577140              mesmas_condicoes    34.916285   \n",
       "8535    Topic5     7.051843                          vgbl    26.233453   \n",
       "12129   Topic5     6.071278                      remissao    22.611003   \n",
       "9339    Topic5    23.255972                 aposentadoria    90.623805   \n",
       "9153    Topic5     5.775258         internacao_domiciliar    22.860123   \n",
       "4988    Topic5    37.599979                  cancelamento   151.326595   \n",
       "12784   Topic5     9.244556                     aposentar    37.367603   \n",
       "2554    Topic5    27.141274                   trabalhador   112.572035   \n",
       "13417   Topic5     8.259619                     demitidos    36.212600   \n",
       "1729    Topic5     5.418607                      inativos    23.821531   \n",
       "4386    Topic5    13.675494                       isencao    63.204173   \n",
       "4791    Topic5    16.924095                    permanecer    78.958501   \n",
       "919     Topic5    14.926781                      rescisao    72.866442   \n",
       "4836    Topic5     9.907572                      demissao    48.522693   \n",
       "2320    Topic5    18.514422                       titular    91.085951   \n",
       "12036   Topic5     5.044231                      quitacao    25.250922   \n",
       "3146    Topic5     7.319345                   contribuido    37.286811   \n",
       "7628    Topic5     5.057236                      captacao    25.920470   \n",
       "1504    Topic5     6.412388                    prestacoes    33.971355   \n",
       "5038    Topic5     7.962759                   comprovante    42.775522   \n",
       "3719    Topic5     8.944620                     empregado    48.221724   \n",
       "282     Topic5    17.227293                   funcionario    93.107255   \n",
       "2337    Topic5    12.108282                   permanencia    67.997864   \n",
       "2126    Topic5    52.224909                  beneficiario   395.272049   \n",
       "2127    Topic5    35.001167                     beneficio   255.838336   \n",
       "293     Topic5   340.023889                         plano  4133.080367   \n",
       "197     Topic5   115.625702                      contrato  1106.468508   \n",
       "6615    Topic5    16.566303                   aposentados   107.370594   \n",
       "21      Topic5    83.761725                       direito  1027.448407   \n",
       "25      Topic5   100.116401                       empresa  1380.781379   \n",
       "596     Topic5    59.255275                     pagamento   652.797919   \n",
       "2148    Topic5    19.159679                    manutencao   133.319297   \n",
       "580     Topic5    38.229892                        manter   411.368916   \n",
       "3716    Topic5    27.971490                      coletivo   254.353260   \n",
       "399     Topic5    86.958526                     operadora  1926.254178   \n",
       "1163    Topic5    25.806141                   contratacao   249.241892   \n",
       "388     Topic5    70.034991                          caso  1647.872532   \n",
       "407     Topic5    47.170652                         tempo   861.679270   \n",
       "4       Topic5    82.857104                          anos  2734.098787   \n",
       "435     Topic5    51.571648                         valor  1126.378010   \n",
       "819     Topic5    34.440824                        adesao   472.071096   \n",
       "368     Topic5    47.501306                          dias  1117.262349   \n",
       "205     Topic5    30.905399                   mensalidade   417.153124   \n",
       "427     Topic5    38.230528                       periodo   719.418228   \n",
       "242     Topic5    47.796466                           lei  1438.648692   \n",
       "12      Topic5    56.024090                    consumidor  2317.748793   \n",
       "145     Topic5    35.033736                         meses   627.469228   \n",
       "632     Topic5    28.361577                     condicoes   390.742548   \n",
       "234     Topic5    34.387199                          dois   891.938830   \n",
       "77      Topic5    33.117692                       servico   887.331411   \n",
       "86      Topic5    32.845021                        acordo  1249.843525   \n",
       "717     Topic5    30.607688                     cobertura   920.264094   \n",
       "1905    Topic5    30.276609                 beneficiarios  1540.638594   \n",
       "5440    Topic6    12.022325                     uniodonto    28.531260   \n",
       "207     Topic6    15.923375                  porto_seguro    41.604342   \n",
       "7522    Topic6    14.721342                    odontoprev    40.730451   \n",
       "266     Topic6     9.951286      assistencia_odontologica    31.944742   \n",
       "17707   Topic6     9.894078                  unitedhealth    32.051712   \n",
       "7782    Topic6    13.535600                          idss    47.409984   \n",
       "22177   Topic6     6.284555            uniodonto_sorocaba    22.355787   \n",
       "17698   Topic6     5.681634                           uhg    21.620255   \n",
       "3548    Topic6    16.252441                       cartoes    67.686691   \n",
       "7086    Topic6    15.015345                         cento    66.657193   \n",
       "16476   Topic6     4.196022                     rede_unna    19.996245   \n",
       "2980    Topic6     8.710687                    encontrada    42.091947   \n",
       "7909    Topic6     4.499819                verticalizacao    22.288039   \n",
       "1060    Topic6    63.760803                          amil   316.113685   \n",
       "290     Topic6    23.150746                 odontologicos   117.458490   \n",
       "124     Topic6     9.371446                      endereco    48.053788   \n",
       "1737    Topic6     8.378815                   odontologia    42.972737   \n",
       "7048    Topic6     5.990022                     transacao    32.915545   \n",
       "8494    Topic6     3.865070                    funerarias    21.272639   \n",
       "1603    Topic6     4.830121                           med    27.427140   \n",
       "439     Topic6     3.937165                     blue_life    22.601810   \n",
       "8687    Topic6    15.977761                     qualicorp    91.941981   \n",
       "219     Topic6     6.903062                        unicor    39.744118   \n",
       "454     Topic6    15.351800                        medial    90.008695   \n",
       "5816    Topic6     3.332123                    funerarios    19.757642   \n",
       "16295   Topic6     5.981977                         bueno    35.842573   \n",
       "4658    Topic6     6.346613       conselho_administrativo    39.851038   \n",
       "16025   Topic6     3.294543                 convencionais    20.853300   \n",
       "5406    Topic6     3.032813                      itatiaia    19.551703   \n",
       "289     Topic6     6.616396                  odontologica    42.749536   \n",
       "5431    Topic6     6.919262                         rocha    46.880873   \n",
       "638     Topic6    11.128580                     descontos    78.632652   \n",
       "5804    Topic6    15.040099                      desconto   115.335008   \n",
       "3595    Topic6    16.839990                     companhia   137.822419   \n",
       "3325    Topic6    10.510367                     aquisicao    78.888281   \n",
       "672     Topic6    20.738786                      operacao   191.811148   \n",
       "25      Topic6    88.655161                       empresa  1380.781379   \n",
       "5337    Topic6    17.411818                        cartao   159.694152   \n",
       "1965    Topic6    17.403654                       capital   168.271659   \n",
       "1728    Topic6    43.553287                         grupo   639.446235   \n",
       "104     Topic6    68.489472                      clientes  1366.255915   \n",
       "583     Topic6    54.702673                       mercado  1074.027627   \n",
       "1150    Topic6    35.151216                          rede   546.129831   \n",
       "26      Topic6    75.671888                      empresas  1928.842254   \n",
       "399     Topic6    74.552557                     operadora  1926.254178   \n",
       "22      Topic6    39.394157                       diretor   678.654770   \n",
       "220     Topic6    58.630056                        unimed  1352.790996   \n",
       "293     Topic6   101.313422                         plano  4133.080367   \n",
       "48      Topic6    89.836534                    operadoras  3833.004704   \n",
       "1905    Topic6    55.324905                 beneficiarios  1540.638594   \n",
       "1551    Topic6    48.937515                           rio  1225.261217   \n",
       "267     Topic6    70.329058                   atendimento  2631.743636   \n",
       "78      Topic6    44.148946                      servicos  1202.144924   \n",
       "585     Topic6    48.391329                           mil  1699.855841   \n",
       "586     Topic6    47.485873                       milhoes  1872.413912   \n",
       "103     Topic6    26.459901                      carteira   438.839801   \n",
       "86      Topic6    36.688006                        acordo  1249.843525   \n",
       "135     Topic6    27.919197                   informacoes   672.041516   \n",
       "875     Topic6    30.083431                     hospitais   881.937702   \n",
       "143     Topic6    36.407340                       medicos  1805.792623   \n",
       "1436    Topic6    26.756090                          nota   592.843998   \n",
       "63      Topic6    26.428088                     qualidade   637.907533   \n",
       "52      Topic6    40.258064                         paulo  4357.174180   \n",
       "252     Topic6    33.381359                    presidente  2029.870047   \n",
       "91      Topic6    30.955464                           ano  1665.073812   \n",
       "81      Topic6    28.301191                       sistema  1152.244529   \n",
       "...        ...          ...                           ...          ...   \n",
       "341    Topic24    60.665028                      ministro   959.040168   \n",
       "458    Topic24    58.423873                         parte   909.612802   \n",
       "267    Topic24    94.574640                   atendimento  2631.743636   \n",
       "4637   Topic24    54.489478                     populacao   867.767687   \n",
       "97     Topic24    40.998729                   assistencia   509.192412   \n",
       "1301   Topic24    34.334293                     avaliacao   342.499841   \n",
       "875    Topic24    50.008543                     hospitais   881.937702   \n",
       "252    Topic24    65.953368                    presidente  2029.870047   \n",
       "143    Topic24    58.840947                       medicos  1805.792623   \n",
       "48     Topic24    73.184737                    operadoras  3833.004704   \n",
       "628    Topic24    64.694501                        brasil  2699.828853   \n",
       "32     Topic24    57.973647                       governo  2037.387786   \n",
       "533    Topic24    49.043726                         forma  1007.337829   \n",
       "781    Topic24    50.391731                       pessoas  1374.444047   \n",
       "30     Topic24    49.093590                        estado  1164.307523   \n",
       "293    Topic24    53.980224                         plano  4133.080367   \n",
       "51     Topic24    49.097316                          pais  2316.752014   \n",
       "19212  Topic25    45.282933  total_produtos_beneficiarios    60.780220   \n",
       "19128  Topic25    28.191684                nacional_pj_qp    43.756111   \n",
       "15591  Topic25    28.171885                        master    45.904983   \n",
       "4104   Topic25    54.151312                    enfermaria    92.038363   \n",
       "17520  Topic25    19.944799                         pe_qc    36.067269   \n",
       "17531  Topic25    19.290040                            qc    35.365050   \n",
       "17491  Topic25    15.726956                           enf    32.390998   \n",
       "17542  Topic25    14.944398                      standard    31.492057   \n",
       "19127  Topic25    14.308022                nacional_pj_qc    30.340071   \n",
       "19143  Topic25    13.147011              pjce_blue_nac_qp    29.139700   \n",
       "19072  Topic25    13.191381                   emp_qp_amil    29.658088   \n",
       "17510  Topic25    12.826239                          obst    29.269914   \n",
       "11556  Topic25    34.910912                   apartamento    80.855351   \n",
       "2961   Topic25    33.855396                   obstetricia    79.023888   \n",
       "191    Topic25    15.266590                     amil_blue    35.655874   \n",
       "4834   Topic25    18.541318               co_participacao    43.797170   \n",
       "19207  Topic25    11.030427                     sp_gr_mun    27.096418   \n",
       "8600   Topic25    37.049566                        global    96.110071   \n",
       "19138  Topic25     9.993629              pjca_blue_nac_qp    26.125358   \n",
       "2492   Topic25    68.432790                   empresarial   183.196707   \n",
       "9500   Topic25    11.723154                       premium    31.611142   \n",
       "19039  Topic25     8.951517              blue_nac_qc_pjce    24.758063   \n",
       "17476  Topic25     8.888991                      amb_hosp    24.886417   \n",
       "17533  Topic25     8.565581                          rubi    24.385676   \n",
       "5382   Topic25    13.556251                        dental    39.279136   \n",
       "19017  Topic25     8.842274                        aho_qp    25.626002   \n",
       "11037  Topic25    15.297805                            ce    45.038406   \n",
       "17532  Topic25     8.233738                            qp    24.493409   \n",
       "17554  Topic25     8.153387           uniplan_empresarial    24.338440   \n",
       "17521  Topic25     8.137285                         pe_qp    24.299782   \n",
       "618    Topic25    75.513164                     suspensos   254.374680   \n",
       "2947   Topic25    33.551216                        basico   111.610799   \n",
       "176    Topic25    68.388959                      registro   270.353397   \n",
       "1812   Topic25    49.830259                      especial   228.696907   \n",
       "4901   Topic25    20.637047                         pleno    85.534609   \n",
       "17223  Topic25    13.189110                       salutar    45.214924   \n",
       "819    Topic25    60.204622                        adesao   472.071096   \n",
       "1409   Topic25    48.786940                   cooperativa   360.334042   \n",
       "615    Topic25    45.944218                     suspensao   361.786361   \n",
       "767    Topic25    79.085921                        medico  1185.349087   \n",
       "1905   Topic25    89.417218                 beneficiarios  1540.638594   \n",
       "184    Topic25    59.530931                      trabalho   809.043756   \n",
       "293    Topic25   112.244451                         plano  4133.080367   \n",
       "48     Topic25   101.478267                    operadoras  3833.004704   \n",
       "1180   Topic25    26.352761                     executivo   201.675838   \n",
       "220    Topic25    51.989489                        unimed  1352.790996   \n",
       "97     Topic25    29.902844                   assistencia   509.192412   \n",
       "453    Topic25    28.510333                         lista   452.135412   \n",
       "3716   Topic25    24.598652                      coletivo   254.353260   \n",
       "472    Topic25    24.598447            assistencia_medica   283.836286   \n",
       "267    Topic25    37.379011                   atendimento  2631.743636   \n",
       "66     Topic25    22.432880                   reclamacoes   755.016469   \n",
       "1551   Topic25    22.849823                           rio  1225.261217   \n",
       "585    Topic25    22.543176                           mil  1699.855841   \n",
       "21269  Topic26    16.997301                       delacao    35.119780   \n",
       "8976   Topic26    19.269295                           pec    45.888844   \n",
       "5619   Topic26    56.489325                         temer   139.435645   \n",
       "15363  Topic26     9.641493                         janot    26.390075   \n",
       "15421  Topic26     8.364320                 rodrigo_janot    24.113626   \n",
       "8397   Topic26     9.844075                        emenda    28.565532   \n",
       "11236  Topic26    29.048068                  michel_temer    95.009469   \n",
       "20502  Topic26    13.261906                         aecio    43.633798   \n",
       "20046  Topic26     9.239429                           jbs    32.428614   \n",
       "22067  Topic26     5.311454               joesley_batista    21.966662   \n",
       "13730  Topic26     8.564747                         renan    35.689006   \n",
       "20191  Topic26     8.173597                 eduardo_cunha    35.037134   \n",
       "19555  Topic26     4.117723                           pgr    20.076136   \n",
       "2607   Topic26     6.156379            procuradoria_geral    30.152970   \n",
       "22065  Topic26     4.282427                irmaos_batista    21.099459   \n",
       "11947  Topic26     7.582644                         turno    37.688068   \n",
       "3127   Topic26     9.419308                       aprovar    48.684102   \n",
       "11887  Topic26     6.566257              procurador_geral    34.494504   \n",
       "21485  Topic26     3.673575       republica_rodrigo_janot    20.222948   \n",
       "22066  Topic26     3.468939                       joesley    19.353434   \n",
       "20781  Topic26     3.273707           senador_aecio_neves    19.414129   \n",
       "21630  Topic26     5.145293                      delcidio    30.921190   \n",
       "6582   Topic26    16.568883                          pmdb   100.653553   \n",
       "17816  Topic26     4.880868                primeiro_turno    30.464178   \n",
       "20693  Topic26     3.477645                       delator    21.951807   \n",
       "17233  Topic26     3.845920                       trilhao    24.555813   \n",
       "21887  Topic26     3.101692                        dem_rj    19.839098   \n",
       "20220  Topic26     4.528308        ministro_gilmar_mendes    28.972302   \n",
       "854    Topic26    22.279968                     deputados   143.885994   \n",
       "22115  Topic26     3.435750                  raquel_dodge    22.330497   \n",
       "6584   Topic26    11.866096                       senador    80.917988   \n",
       "2038   Topic26    16.325023                       votacao   115.806170   \n",
       "4554   Topic26    29.045690                        senado   219.812996   \n",
       "14690  Topic26     5.530725                       bancada    36.829808   \n",
       "834    Topic26    35.992383                        camara   311.119138   \n",
       "2597   Topic26    22.737435                          teto   186.400442   \n",
       "18047  Topic26     5.947876                   aecio_neves    40.030225   \n",
       "8073   Topic26    14.113355                         globo   125.617896   \n",
       "872    Topic26    24.907641                        gastos   378.493854   \n",
       "849    Topic26     8.418651                           cpi    73.836443   \n",
       "5453   Topic26    13.488395                      deputado   166.603537   \n",
       "252    Topic26    55.263194                    presidente  2029.870047   \n",
       "1906   Topic26    22.907391                       bilhoes   577.890860   \n",
       "1119   Topic26    16.192997                         texto   316.066690   \n",
       "4607   Topic26    19.628631                       projeto   486.932830   \n",
       "32     Topic26    31.113721                       governo  2037.387786   \n",
       "909    Topic26    18.832006                      proposta   592.252433   \n",
       "1180   Topic26    12.065788                     executivo   201.675838   \n",
       "242    Topic26    22.326009                           lei  1438.648692   \n",
       "91     Topic26    22.951099                           ano  1665.073812   \n",
       "4      Topic26    24.943338                          anos  2734.098787   \n",
       "373    Topic26    16.601183                        partir   672.047475   \n",
       "876    Topic26    14.139240                      inflacao   584.646961   \n",
       "341    Topic26    14.313176                      ministro   959.040168   \n",
       "86     Topic26    14.555563                        acordo  1249.843525   \n",
       "3190   Topic26    12.898791                         poder   705.602679   \n",
       "52     Topic26    12.871812                         paulo  4357.174180   \n",
       "15783  Topic27    27.204645                         joana    44.806443   \n",
       "22142  Topic27    23.209779         empresario_individual    42.387449   \n",
       "201    Topic27    38.752331                 interclinicas    73.406917   \n",
       "4941   Topic27    51.451873                    dias_uteis   104.963870   \n",
       "3696   Topic27    16.420345            orgaos_competentes    37.185790   \n",
       "68     Topic27    40.550295                   registradas    92.012582   \n",
       "4988   Topic27    65.902799                  cancelamento   151.326595   \n",
       "6997   Topic27    10.499932                    evaldo_foz    25.519486   \n",
       "4260   Topic27    24.229282                     avaliadas    60.120252   \n",
       "5830   Topic27    14.636309                  regularidade    36.383471   \n",
       "4925   Topic27    22.213234                     liminares    55.902526   \n",
       "534    Topic27    12.644045                    green_line    31.877333   \n",
       "6916   Topic27    10.886776                       vidigal    27.656233   \n",
       "7041   Topic27    13.605116               alfredo_cardoso    34.659039   \n",
       "11551  Topic27    44.763680                prazos_maximos   114.148674   \n",
       "2313   Topic27    34.793215                  prazo_maximo    88.733554   \n",
       "1860   Topic27    31.050631                          guia    79.508739   \n",
       "8459   Topic27    12.593785              diretora_adjunta    32.358320   \n",
       "199    Topic27    60.261752                  golden_cross   154.973939   \n",
       "2093   Topic27   116.438367                        prazos   299.977487   \n",
       "1515   Topic27     9.880788                      unibanco    25.615008   \n",
       "437    Topic27    36.861029                administradora    95.816048   \n",
       "3781   Topic27    11.711580                 descredenciar    30.479274   \n",
       "5656   Topic27    20.298604                       punidas    53.637247   \n",
       "591    Topic27    38.785039                   notificacao   102.760054   \n",
       "2182   Topic27    27.134379                      cancelar    74.435304   \n",
       "8243   Topic27    19.444821                        avimed    53.830212   \n",
       "441    Topic27    37.853148                        canais   105.299167   \n",
       "2726   Topic27    11.562841                   transferida    32.421948   \n",
       "18144  Topic27    30.066819                   andre_longo    84.360252   \n",
       "3737   Topic27    23.373036                      esforcos    66.189021   \n",
       "1202   Topic27   204.912609                         prazo   618.809439   \n",
       "1349   Topic27    62.228760               comercializacao   181.609742   \n",
       "377    Topic27   108.994921                       queixas   329.413146   \n",
       "399    Topic27   524.233492                     operadora  1926.254178   \n",
       "4428   Topic27    93.159123                 portabilidade   290.383866   \n",
       "66     Topic27   217.423660                   reclamacoes   755.016469   \n",
       "2126   Topic27   120.283240                  beneficiario   395.272049   \n",
       "48     Topic27   841.304819                    operadoras  3833.004704   \n",
       "914    Topic27    42.648038                       ranking   130.473095   \n",
       "368    Topic27   253.162363                          dias  1117.262349   \n",
       "715    Topic27   103.886230                      carencia   399.002003   \n",
       "1436   Topic27   142.727651                          nota   592.843998   \n",
       "104    Topic27   275.709168                      clientes  1366.255915   \n",
       "267    Topic27   455.092919                   atendimento  2631.743636   \n",
       "26     Topic27   337.521146                      empresas  1928.842254   \n",
       "1163   Topic27    69.670827                   contratacao   249.241892   \n",
       "615    Topic27    92.119441                     suspensao   361.786361   \n",
       "1905   Topic27   268.657366                 beneficiarios  1540.638594   \n",
       "13     Topic27   206.720539                  consumidores  1090.909041   \n",
       "293    Topic27   544.337651                         plano  4133.080367   \n",
       "285    Topic27   150.238467                        medida   720.105798   \n",
       "25     Topic27   230.914164                       empresa  1380.781379   \n",
       "12     Topic27   308.576828                    consumidor  2317.748793   \n",
       "197    Topic27   189.186312                      contrato  1106.468508   \n",
       "408    Topic27   195.093668                      usuarios  1240.278796   \n",
       "86     Topic27   188.270412                        acordo  1249.843525   \n",
       "585    Topic27   208.665909                           mil  1699.855841   \n",
       "444    Topic27   143.650655                     contratos   897.139523   \n",
       "388    Topic27   179.455482                          caso  1647.872532   \n",
       "275    Topic27   124.258932                       decisao   766.753949   \n",
       "153    Topic27   153.213205                        numero  1243.618291   \n",
       "373    Topic27   114.717678                        partir   672.047475   \n",
       "717    Topic27   123.248637                     cobertura   920.264094   \n",
       "172    Topic27   139.673246                      reajuste  1520.888323   \n",
       "143    Topic27   138.647954                       medicos  1805.792623   \n",
       "583    Topic27   122.224513                       mercado  1074.027627   \n",
       "78     Topic27   122.346820                      servicos  1202.144924   \n",
       "586    Topic27   125.146725                       milhoes  1872.413912   \n",
       "10511  Topic28   133.033505                        israel   148.978002   \n",
       "54     Topic28   117.427270                      petroleo   143.164893   \n",
       "12640  Topic28    62.123001                       pre_sal    80.139883   \n",
       "14200  Topic28    52.034852                       pobreza    67.524806   \n",
       "18664  Topic28    42.135354                     odebrecht    57.137391   \n",
       "10363  Topic28    57.809044                        etanol    78.879399   \n",
       "20215  Topic28    43.280597                     luiz_frid    59.082384   \n",
       "8532   Topic28   124.012856                   previdencia   170.237540   \n",
       "10463  Topic28    40.948633                     ideologia    56.866496   \n",
       "8042   Topic28   127.535349                         juros   178.302905   \n",
       "11775  Topic28    35.599317               heranca_maldita    50.852595   \n",
       "5605   Topic28    43.122592                  combustiveis    62.265934   \n",
       "6691   Topic28    39.768217                       tesouro    57.529776   \n",
       "12335  Topic28    44.190837                          moro    64.206670   \n",
       "8239   Topic28    58.725196                           uns    85.986676   \n",
       "10085  Topic28    32.200123                          alma    47.433947   \n",
       "10690  Topic28    75.554460                           pib   112.013778   \n",
       "10512  Topic28    33.178150                    israelense    49.335238   \n",
       "13472  Topic28    39.964074              carga_tributaria    59.539527   \n",
       "8966   Topic28    32.201527                     demagogia    48.131288   \n",
       "6233   Topic28   129.581680                       reforma   194.015560   \n",
       "14031  Topic28    33.464707                       cubanos    50.184971   \n",
       "16732  Topic28    32.127733              equipe_economica    48.544882   \n",
       "11862  Topic28    32.246234                           pac    48.922407   \n",
       "5883   Topic28    47.541753                         inves    72.314161   \n",
       "9437   Topic28    46.500387                          dito    70.770556   \n",
       "11282  Topic28    36.626583                       planeta    56.422612   \n",
       "10490  Topic28    29.671228                      inimigos    46.211088   \n",
       "7183   Topic28    37.487677                  governadores    58.391845   \n",
       "10570  Topic28    34.188425                       mazelas    53.307449   \n",
       "7174   Topic28    76.104080                       deficit   118.801041   \n",
       "1906   Topic28   335.321148                       bilhoes   577.890860   \n",
       "795    Topic28    69.762077                        quiser   112.095066   \n",
       "2147   Topic28    74.143418                        leilao   119.869836   \n",
       "32     Topic28   979.094743                       governo  2037.387786   \n",
       "3299   Topic28    55.527635                    justificar    88.758082   \n",
       "1093   Topic28    58.768507                     interessa    94.899060   \n",
       "12758  Topic28    46.511922                   presidentes    73.601702   \n",
       "942    Topic28   196.057746                         crise   404.668348   \n",
       "1789   Topic28   220.258122                          sido   474.739937   \n",
       "2455   Topic28   141.787391                      impostos   293.515561   \n",
       "2022   Topic28   101.851022                         reais   195.084029   \n",
       "5013   Topic28   114.019407                    interesses   231.933502   \n",
       "110    Topic28   136.391714                        contas   301.222447   \n",
       "1786   Topic28   229.215685                      recursos   613.771953   \n",
       "2593   Topic28   276.900232                       publico   821.322879   \n",
       "2155   Topic28   192.939802                       publica   529.642720   \n",
       "3527   Topic28   144.011423                      publicos   350.254026   \n",
       "3080   Topic28   247.024819                   brasileiros   772.938311   \n",
       "51     Topic28   501.359390                          pais  2316.752014   \n",
       "280    Topic28   195.001105                          fato   575.691429   \n",
       "586    Topic28   413.916142                       milhoes  1872.413912   \n",
       "459    Topic28   166.054268                         porem   460.374498   \n",
       "1003   Topic28   132.855530                      aumentar   327.411739   \n",
       "628    Topic28   469.480274                        brasil  2699.828853   \n",
       "1622   Topic28   154.023827                         causa   440.550592   \n",
       "1257   Topic28   169.516997                       federal   524.331916   \n",
       "449    Topic28   183.884987                           fim   622.000457   \n",
       "30     Topic28   256.009137                        estado  1164.307523   \n",
       "406    Topic28   202.821629                      situacao   774.812297   \n",
       "127    Topic28   212.747905                       exemplo   855.390873   \n",
       "1988   Topic28   192.708350                      dinheiro   715.075800   \n",
       "242    Topic28   267.951594                           lei  1438.648692   \n",
       "91     Topic28   269.035890                           ano  1665.073812   \n",
       "341    Topic28   202.657999                      ministro   959.040168   \n",
       "100    Topic28   227.094394                       aumento  1357.682450   \n",
       "81     Topic28   206.992583                       sistema  1152.244529   \n",
       "4      Topic28   268.230221                          anos  2734.098787   \n",
       "87     Topic28   209.209296                         agora  1219.076580   \n",
       "121    Topic28   161.675540                         disso   535.042898   \n",
       "21     Topic28   183.950707                       direito  1027.448407   \n",
       "252    Topic28   209.237858                    presidente  2029.870047   \n",
       "533    Topic28   169.334166                         forma  1007.337829   \n",
       "47     Topic28   161.752698                          nova   701.500546   \n",
       "6544   Topic29   932.114036                          lula  1024.255471   \n",
       "14026  Topic29   113.790894                     corruptos   129.030832   \n",
       "12637  Topic29   202.089214                      mensalao   230.295906   \n",
       "10706  Topic29   120.515194               povo_brasileiro   138.019978   \n",
       "6725   Topic29   190.445885                         nacao   221.423450   \n",
       "13275  Topic29   162.374728                        prisao   188.869914   \n",
       "11278  Topic29   102.122168                      petistas   118.964100   \n",
       "11677  Topic29    80.605051                    condenados    96.913826   \n",
       "10519  Topic29    77.718698                     jogadores    94.454469   \n",
       "11785  Topic29    84.569774                    impunidade   102.949573   \n",
       "13717  Topic29    72.768355                     quadrilha    88.997399   \n",
       "10548  Topic29    64.154374                         lulla    79.058309   \n",
       "10669  Topic29    65.135785                           pau    80.319965   \n",
       "4155   Topic29   543.144148                           stf   676.332848   \n",
       "13067  Topic29   110.730430                        crimes   138.208935   \n",
       "10657  Topic29    99.230309                      parabens   123.965807   \n",
       "9345   Topic29    63.252080                 gilmar_mendes    79.117328   \n",
       "11852  Topic29    63.150818                        neymar    79.143437   \n",
       "9347   Topic29    58.336036                      governar    73.539694   \n",
       "10705  Topic29   394.741022                          povo   502.394813   \n",
       "14135  Topic29    65.121796               joaquim_barbosa    82.890984   \n",
       "13187  Topic29    64.093033                   jose_dirceu    82.935474   \n",
       "12740  Topic29   103.058284                           fhc   133.452558   \n",
       "11641  Topic29    50.570340                     barcelona    65.526941   \n",
       "11867  Topic29    53.548738               paulo_panossian    69.400639   \n",
       "5299   Topic29    73.807569                           paz    95.774859   \n",
       "15016  Topic29    50.620848                         decol    65.931480   \n",
       "13331  Topic29    48.583827                        sul_pr    63.420335   \n",
       "11197  Topic29    63.166614                         jogar    82.480181   \n",
       "4140   Topic29   191.474874                     ministros   251.402090   \n",
       "9246   Topic29   380.041471                     corrupcao   505.197953   \n",
       "7016   Topic29   387.852513                     politicos   518.572853   \n",
       "10664  Topic29   251.763347                       partido   336.875772   \n",
       "11284  Topic29    86.505556                         pobre   114.109596   \n",
       "11717  Topic29    90.343540                     editorial   119.476062   \n",
       "52     Topic29  2780.750301                         paulo  4357.174180   \n",
       "9302   Topic29   236.076134                      politico   325.301368   \n",
       "10887  Topic29   125.402055                      vergonha   169.084601   \n",
       "10292  Topic29   437.363037                         dilma   638.846026   \n",
       "911    Topic29   478.249905                            pt   732.275519   \n",
       "10261  Topic29   132.171353                    democracia   192.883255   \n",
       "5076   Topic29   222.527435                     republica   374.505004   \n",
       "9923   Topic29   123.519889                       eleicao   185.369128   \n",
       "628    Topic29   905.821538                        brasil  2699.828853   \n",
       "1988   Topic29   323.588021                      dinheiro   715.075800   \n",
       "51     Topic29   740.764347                          pais  2316.752014   \n",
       "2721   Topic29   156.511983                         silva   264.620683   \n",
       "5940   Topic29   126.429482                        afinal   195.365016   \n",
       "3190   Topic29   274.223348                         poder   705.602679   \n",
       "756    Topic29   314.118138                       janeiro   893.116166   \n",
       "87     Topic29   339.108545                         agora  1219.076580   \n",
       "252    Topic29   444.061051                    presidente  2029.870047   \n",
       "496    Topic29   316.897483                       justica  1246.454974   \n",
       "3080   Topic29   241.972756                   brasileiros   772.938311   \n",
       "5736   Topic29   235.399410                         mundo   782.978875   \n",
       "450    Topic29   243.990487                        grande   854.585309   \n",
       "2434   Topic29   155.539692                        santos   329.882617   \n",
       "244    Topic29   173.030453                       maioria   517.960255   \n",
       "1037   Topic29   173.026050                      politica   547.388405   \n",
       "407    Topic29   173.868630                         tempo   861.679270   \n",
       "585    Topic29   166.199734                           mil  1699.855841   \n",
       "4      Topic29   165.067103                          anos  2734.098787   \n",
       "10309  Topic30    41.382006                    dona_dilma    57.201125   \n",
       "10327  Topic30    36.669043                  empreiteiras    53.102000   \n",
       "7388   Topic30    39.996085                     escandalo    58.898846   \n",
       "7283   Topic30    38.047479                  inteligencia    58.315571   \n",
       "9807   Topic30    36.141427                       dolares    58.572595   \n",
       "13703  Topic30    38.668486                    presidenta    63.014396   \n",
       "11136  Topic30   101.784168                         etica   166.687061   \n",
       "10245  Topic30    40.069030                          cuba    65.886353   \n",
       "9301   Topic30    52.617261               policia_federal    86.964845   \n",
       "10688  Topic30    23.764159                     petralhas    39.439286   \n",
       "13090  Topic30    28.949045                    desgoverno    48.107767   \n",
       "10626  Topic30    22.399312                          odio    38.292333   \n",
       "7414   Topic30    21.591447                   terroristas    36.942229   \n",
       "14091  Topic30    30.879100                         filme    52.957480   \n",
       "14163  Topic30    22.283181                   mensaleiros    38.361023   \n",
       "9772   Topic30   184.554918                     petrobras   318.241657   \n",
       "18779  Topic30    21.009420                   lulopetismo    36.563590   \n",
       "10287  Topic30    21.623610                    destruicao    37.912919   \n",
       "13670  Topic30    19.682193          panayotis_poulis_rio    34.800020   \n",
       "14736  Topic30    20.281159                         diabo    35.997259   \n",
       "9235   Topic30    19.662563                       censura    35.049673   \n",
       "10641  Topic30    23.656992                       orgulho    42.188872   \n",
       "7413   Topic30    20.301395                    terrorista    36.897478   \n",
       "14573  Topic30    19.093089                  leila_leitao    34.967205   \n",
       "10651  Topic30    19.049877                    palestinos    34.987678   \n",
       "14642  Topic30    18.988979                          saco    35.369821   \n",
       "849    Topic30    38.898133                           cpi    73.836443   \n",
       "20778  Topic30    17.043722                      petrolao    32.695313   \n",
       "7989   Topic30    27.591727                        trecho    53.223069   \n",
       "17332  Topic30    17.757004                         chapa    34.529390   \n",
       "11258  Topic30    20.367224                     olimpiada    39.726880   \n",
       "2756   Topic30    97.890281                   presidencia   200.504672   \n",
       "2737   Topic30    28.875688                    patrimonio    57.570968   \n",
       "5105   Topic30    46.572760                      exterior    96.418314   \n",
       "1374   Topic30    57.109422                          joao   130.540395   \n",
       "12407  Topic30    50.555477                      planalto   113.689583   \n",
       "4710   Topic30    80.765582                         cargo   212.598497   \n",
       "10195  Topic30    27.672231                       ciencia    55.182690   \n",
       "4819   Topic30    43.954791                            rj   104.307863   \n",
       "341    Topic30   216.155824                      ministro   959.040168   \n",
       "3648   Topic30    57.098393                 internacional   151.025707   \n",
       "10351  Topic30    36.144846                       esquema    80.270946   \n",
       "9343   Topic30    74.145393                dilma_rousseff   233.111679   \n",
       "2392   Topic30    47.892335                         fatos   123.676608   \n",
       "252    Topic30   298.187920                    presidente  2029.870047   \n",
       "32     Topic30   287.063435                       governo  2037.387786   \n",
       "4554   Topic30    68.955616                        senado   219.812996   \n",
       "911    Topic30   147.119987                            pt   732.275519   \n",
       "7234   Topic30    51.155962                           eua   144.785151   \n",
       "4309   Topic30    43.963521                       eduardo   114.745323   \n",
       "10687  Topic30    55.279592                       petista   176.744786   \n",
       "1037   Topic30    96.558506                      politica   547.388405   \n",
       "1768   Topic30    63.690246                      comissao   270.693487   \n",
       "834    Topic30    67.012647                        camara   311.119138   \n",
       "10292  Topic30    90.618149                         dilma   638.846026   \n",
       "352    Topic30    89.299728                      processo   664.840796   \n",
       "51     Topic30   133.380150                          pais  2316.752014   \n",
       "3190   Topic30    83.322645                         poder   705.602679   \n",
       "1854   Topic30    66.321644                           dez   371.677124   \n",
       "388    Topic30   103.180682                          caso  1647.872532   \n",
       "5076   Topic30    63.819563                     republica   374.505004   \n",
       "1882   Topic30    57.095842                      brasilia   262.402840   \n",
       "204    Topic30    66.364592                          meio   572.017778   \n",
       "52     Topic30    99.786773                         paulo  4357.174180   \n",
       "4607   Topic30    63.759862                       projeto   486.932830   \n",
       "895    Topic30    67.587401                          novo   711.774998   \n",
       "22     Topic30    66.794483                       diretor   678.654770   \n",
       "38     Topic30    60.458456                          jose   420.608092   \n",
       "6544   Topic30    66.294483                          lula  1024.255471   \n",
       "231    Topic30    65.090694                           dia  1205.253507   \n",
       "586    Topic30    59.710538                       milhoes  1872.413912   \n",
       "449    Topic30    57.832446                           fim   622.000457   \n",
       "\n",
       "       loglift  logprob  \n",
       "term                     \n",
       "293    30.0000  30.0000  \n",
       "48     29.0000  29.0000  \n",
       "52     28.0000  28.0000  \n",
       "220    27.0000  27.0000  \n",
       "12     26.0000  26.0000  \n",
       "267    25.0000  25.0000  \n",
       "399    24.0000  24.0000  \n",
       "172    23.0000  23.0000  \n",
       "6544   22.0000  22.0000  \n",
       "1905   21.0000  21.0000  \n",
       "32     20.0000  20.0000  \n",
       "25     19.0000  19.0000  \n",
       "3211   18.0000  18.0000  \n",
       "252    17.0000  17.0000  \n",
       "143    16.0000  16.0000  \n",
       "104    15.0000  15.0000  \n",
       "899    14.0000  14.0000  \n",
       "197    13.0000  13.0000  \n",
       "585    12.0000  12.0000  \n",
       "790    11.0000  11.0000  \n",
       "767    10.0000  10.0000  \n",
       "26      9.0000   9.0000  \n",
       "242     8.0000   8.0000  \n",
       "221     7.0000   7.0000  \n",
       "586     6.0000   6.0000  \n",
       "4155    5.0000   5.0000  \n",
       "91      4.0000   4.0000  \n",
       "80      3.0000   3.0000  \n",
       "628     2.0000   2.0000  \n",
       "100     1.0000   1.0000  \n",
       "5323    3.4800  -6.0216  \n",
       "10434   3.0512  -6.3617  \n",
       "8681    3.0354  -6.8218  \n",
       "2063    2.9813  -6.9433  \n",
       "1956    2.9446  -7.1820  \n",
       "13807   2.9170  -7.7363  \n",
       "8922    2.8507  -7.6600  \n",
       "9366    2.8135  -7.7442  \n",
       "5484    2.7982  -7.3242  \n",
       "5067    2.7433  -7.7431  \n",
       "9367    2.7279  -8.0181  \n",
       "11581   2.7221  -7.3873  \n",
       "1490    2.7131  -7.1808  \n",
       "15490   2.6901  -7.8548  \n",
       "15738   2.6666  -7.9638  \n",
       "18178   2.6624  -8.0924  \n",
       "15808   2.6580  -7.8023  \n",
       "13400   2.6546  -8.0739  \n",
       "2032    2.6457  -6.1480  \n",
       "10543   2.6378  -7.9078  \n",
       "6489    2.6374  -7.4210  \n",
       "9363    2.6299  -8.0752  \n",
       "17691   2.6002  -8.1475  \n",
       "6121    2.5947  -8.0184  \n",
       "5602    2.5800  -7.1306  \n",
       "11611   2.5711  -7.4248  \n",
       "9348    2.5703  -8.2227  \n",
       "15893   2.5563  -8.1578  \n",
       "10941   2.5520  -7.5725  \n",
       "15820   2.5319  -7.3897  \n",
       "8073    2.5178  -6.4606  \n",
       "3720    2.5160  -6.7654  \n",
       "5520    2.4380  -6.5599  \n",
       "652     2.3338  -5.8500  \n",
       "5281    2.3701  -6.7854  \n",
       "5514    2.4670  -7.2660  \n",
       "569     2.4167  -7.0786  \n",
       "1476    2.3028  -6.6617  \n",
       "98      2.2833  -6.6046  \n",
       "4340    2.3951  -7.0319  \n",
       "9826    2.1172  -6.3049  \n",
       "1510    2.2768  -6.7484  \n",
       "25      1.2521  -5.3291  \n",
       "1471    1.8683  -6.4774  \n",
       "553     1.8634  -6.5718  \n",
       "1918    1.8079  -6.5309  \n",
       "126     1.4452  -6.4466  \n",
       "146     1.0894  -6.2396  \n",
       "1548    1.6773  -6.7120  \n",
       "3455    1.8055  -6.8234  \n",
       "184     0.8987  -6.2170  \n",
       "1919    1.6951  -6.7483  \n",
       "252     0.3174  -5.8785  \n",
       "585     0.3778  -5.9955  \n",
       "86      0.5613  -6.1195  \n",
       "231     0.5518  -6.1654  \n",
       "77      0.7428  -6.2806  \n",
       "293    -0.4556  -5.9404  \n",
       "756     0.6551  -6.3618  \n",
       "78      0.3822  -6.3376  \n",
       "52     -0.7470  -6.1791  \n",
       "1551    0.2908  -6.4099  \n",
       "91      0.0061  -6.3879  \n",
       "586    -0.1346  -6.4112  \n",
       "1436    0.8697  -6.5570  \n",
       "368     0.3052  -6.4878  \n",
       "26     -0.2377  -6.4847  \n",
       "373     0.7023  -6.5990  \n",
       "11151   2.3940  -6.8858  \n",
       "10113   2.3833  -6.7854  \n",
       "13434   2.3321  -7.2629  \n",
       "7564    2.3158  -6.6904  \n",
       "5200    2.3115  -6.8049  \n",
       "9900    2.2957  -6.9605  \n",
       "10635   2.2955  -7.4134  \n",
       "10520   2.2922  -7.0142  \n",
       "9443    2.2762  -7.0694  \n",
       "13671   2.2665  -7.5006  \n",
       "10232   2.2553  -5.6797  \n",
       "9952    2.2518  -7.4143  \n",
       "11290   2.2390  -7.5399  \n",
       "13069   2.2385  -7.5442  \n",
       "11128   2.2336  -7.6430  \n",
       "9263    2.2240  -7.3168  \n",
       "13474   2.2101  -7.6606  \n",
       "8490    2.2094  -7.3198  \n",
       "10175   2.2014  -7.5668  \n",
       "6135    2.2005  -6.7086  \n",
       "8340    2.1920  -6.7835  \n",
       "11036   2.1889  -7.7777  \n",
       "13338   2.1873  -7.6952  \n",
       "8138    2.1851  -7.0855  \n",
       "5549    2.1814  -6.3701  \n",
       "11200   2.1772  -7.5908  \n",
       "7648    2.1733  -7.4996  \n",
       "10778   2.1708  -7.3165  \n",
       "10110   2.1703  -7.8348  \n",
       "14201   2.1702  -7.8079  \n",
       "13239   2.1509  -6.8061  \n",
       "10582   2.1398  -6.6893  \n",
       "6751    2.1432  -7.1906  \n",
       "38      2.0142  -5.7558  \n",
       "6534    2.1379  -7.2972  \n",
       "6486    1.8841  -6.0787  \n",
       "9959    2.1094  -7.2238  \n",
       "11108   1.9640  -6.6602  \n",
       "1283    1.8592  -6.2684  \n",
       "5736    1.6489  -5.4996  \n",
       "936     1.7089  -5.7788  \n",
       "2868    2.0262  -6.9118  \n",
       "6132    1.9626  -6.7399  \n",
       "2690    1.7510  -6.1510  \n",
       "4966    1.9610  -6.7497  \n",
       "5810    1.9939  -6.8500  \n",
       "3815    1.7849  -6.4598  \n",
       "5990    1.7420  -6.4079  \n",
       "231     1.2263  -5.4909  \n",
       "6972    1.8825  -6.7313  \n",
       "4       0.7861  -5.1120  \n",
       "3920    1.5582  -6.3067  \n",
       "1893    1.6057  -6.4227  \n",
       "482     1.7347  -6.5770  \n",
       "2201    1.4128  -6.2868  \n",
       "2753    1.3846  -6.2880  \n",
       "628     0.4137  -5.4970  \n",
       "407     1.0364  -6.0164  \n",
       "52      0.1262  -5.3059  \n",
       "4637    1.0244  -6.0213  \n",
       "781     0.7281  -5.8578  \n",
       "533     0.8998  -5.9968  \n",
       "6508    1.5297  -6.4450  \n",
       "458     0.8640  -6.1346  \n",
       "368     0.6871  -6.1059  \n",
       "2856    1.5402  -6.4761  \n",
       "280     1.0862  -6.3699  \n",
       "51     -0.0424  -6.1061  \n",
       "993     0.9372  -6.4142  \n",
       "1558    1.3055  -6.5003  \n",
       "18932   3.2247  -6.8783  \n",
       "7309    3.1925  -5.3436  \n",
       "7312    3.0698  -5.3103  \n",
       "7323    3.0307  -6.9869  \n",
       "4460    2.9829  -6.1870  \n",
       "7324    2.9669  -5.2660  \n",
       "19839   2.9634  -7.3469  \n",
       "4462    2.9395  -6.5075  \n",
       "899     2.9275  -4.6293  \n",
       "7102    2.9140  -6.1200  \n",
       "5943    2.9037  -7.2903  \n",
       "1894    2.8951  -5.3395  \n",
       "7321    2.8944  -6.6512  \n",
       "17852   2.8873  -6.3105  \n",
       "21087   2.8832  -7.4779  \n",
       "6261    2.8741  -6.4671  \n",
       "8879    2.8688  -6.9624  \n",
       "7314    2.8682  -6.1848  \n",
       "8888    2.8675  -7.4829  \n",
       "4486    2.8470  -6.5340  \n",
       "6260    2.8416  -7.0954  \n",
       "7001    2.8373  -5.8700  \n",
       "7318    2.8068  -7.0492  \n",
       "3108    2.7945  -6.1960  \n",
       "8435    2.7934  -7.3766  \n",
       "19466   2.7909  -7.7606  \n",
       "7101    2.7526  -5.9139  \n",
       "18389   2.7253  -7.3450  \n",
       "6316    2.7043  -7.6336  \n",
       "8861    2.7029  -7.7132  \n",
       "7322    2.6310  -5.5701  \n",
       "4071    2.6667  -6.6852  \n",
       "733     2.6445  -6.2494  \n",
       "2823    2.3625  -5.8147  \n",
       "4446    2.2166  -5.7938  \n",
       "1561    1.9981  -5.2506  \n",
       "767     1.7889  -4.9449  \n",
       "1893    2.0200  -6.0084  \n",
       "7108    2.5599  -6.8410  \n",
       "143     0.8151  -5.4978  \n",
       "875     1.2156  -5.8139  \n",
       "2158    1.5578  -6.0832  \n",
       "109     1.1757  -5.8902  \n",
       "1740    1.3400  -5.9913  \n",
       "5262    1.4530  -6.1763  \n",
       "4       0.1859  -5.7122  \n",
       "3920    1.5847  -6.2801  \n",
       "388     0.4298  -5.9746  \n",
       "231     0.6419  -6.0753  \n",
       "455     1.4297  -6.2589  \n",
       "21827   3.6000  -6.9341  \n",
       "21834   3.4615  -6.6912  \n",
       "19670   3.4084  -7.0164  \n",
       "7801    3.3692  -7.2456  \n",
       "8929    3.3367  -7.2073  \n",
       "22012   3.3270  -7.3189  \n",
       "19893   3.3022  -7.3982  \n",
       "2481    3.2940  -4.8724  \n",
       "2819    3.2775  -6.9915  \n",
       "19851   3.2670  -7.2505  \n",
       "8505    3.2327  -6.8490  \n",
       "17178   3.2318  -7.4416  \n",
       "8709    3.2285  -7.4930  \n",
       "16818   3.2155  -6.7562  \n",
       "9162    3.2022  -7.5501  \n",
       "21992   3.1846  -7.3649  \n",
       "11069   3.1440  -7.1150  \n",
       "22023   3.1400  -7.5989  \n",
       "2268    3.1221  -7.3211  \n",
       "20333   3.1207  -7.3613  \n",
       "8934    3.0635  -7.2426  \n",
       "9401    3.0474  -7.5067  \n",
       "8470    3.0456  -6.7601  \n",
       "2505    2.9936  -6.4830  \n",
       "8700    2.9881  -6.8291  \n",
       "22015   2.9782  -7.8460  \n",
       "21824   2.9743  -7.8196  \n",
       "8011    2.9727  -6.4629  \n",
       "1172    2.9610  -5.2290  \n",
       "8866    2.9250  -7.7632  \n",
       "7815    2.8068  -6.5943  \n",
       "1792    2.5888  -4.8751  \n",
       "2451    2.5754  -5.9278  \n",
       "2286    2.4584  -5.4362  \n",
       "2418    2.4372  -5.7974  \n",
       "535     2.5792  -6.1722  \n",
       "2270    2.7203  -6.6745  \n",
       "2310    1.8366  -5.4485  \n",
       "1810    2.3256  -6.1608  \n",
       "1740    1.7379  -5.5934  \n",
       "687     2.4848  -6.5517  \n",
       "790     1.3929  -5.2895  \n",
       "666     2.1020  -6.1616  \n",
       "453     1.7800  -5.9176  \n",
       "5129    2.3585  -6.6118  \n",
       "152     1.1471  -5.9678  \n",
       "1655    1.8644  -6.5321  \n",
       "743     1.0573  -6.3093  \n",
       "6067    1.4133  -6.4640  \n",
       "993     0.9377  -6.4138  \n",
       "2158    1.1425  -6.4985  \n",
       "373     0.8405  -6.4608  \n",
       "231     0.3194  -6.3978  \n",
       "781     0.1874  -6.3984  \n",
       "1385    1.1021  -6.5164  \n",
       "895     0.7247  -6.5192  \n",
       "1161    1.6030  -6.6096  \n",
       "522     0.6240  -6.5724  \n",
       "388    -0.1864  -6.5908  \n",
       "3787    3.2094  -6.8448  \n",
       "4839    3.0834  -6.8809  \n",
       "15746   3.0774  -7.3811  \n",
       "1651    3.0209  -7.5648  \n",
       "3919    2.9655  -6.3470  \n",
       "1490    2.9462  -6.9478  \n",
       "5083    2.9236  -7.5979  \n",
       "7561    2.8896  -6.5291  \n",
       "10260   2.8871  -7.0383  \n",
       "5063    2.8839  -7.3747  \n",
       "8535    2.8638  -7.6808  \n",
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       "293     1.6798  -3.8051  \n",
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       "21      1.6707  -5.2061  \n",
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       "388     1.0193  -5.3851  \n",
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       "4       0.6811  -5.2170  \n",
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       "25      1.4463  -5.1349  \n",
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       "81      0.4854  -6.2768  \n",
       "...        ...      ...  \n",
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       "1988    1.0919  -6.1473  \n",
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       "6544    2.3058  -4.5741  \n",
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       "13275   2.2490  -6.3216  \n",
       "11278   2.2475  -6.7854  \n",
       "11677   2.2158  -7.0220  \n",
       "10519   2.2051  -7.0584  \n",
       "11785   2.2034  -6.9739  \n",
       "13717   2.1988  -7.1242  \n",
       "10548   2.1912  -7.2502  \n",
       "10669   2.1906  -7.2350  \n",
       "4155    2.1808  -5.1141  \n",
       "13067   2.1784  -6.7044  \n",
       "10657   2.1775  -6.8141  \n",
       "9345    2.1763  -7.2644  \n",
       "11852   2.1744  -7.2660  \n",
       "9347    2.1685  -7.3453  \n",
       "10705   2.1590  -5.4333  \n",
       "14135   2.1588  -7.2353  \n",
       "13187   2.1424  -7.2512  \n",
       "12740   2.1417  -6.7762  \n",
       "11641   2.1410  -7.4882  \n",
       "11867   2.1408  -7.4309  \n",
       "5299    2.1396  -7.1101  \n",
       "15016   2.1359  -7.4872  \n",
       "13331   2.1336  -7.5282  \n",
       "11197   2.1333  -7.2657  \n",
       "4140    2.1278  -6.1568  \n",
       "9246    2.1154  -5.4712  \n",
       "7016    2.1097  -5.4509  \n",
       "10664   2.1089  -5.8830  \n",
       "11284   2.1232  -6.9513  \n",
       "11717   2.1206  -6.9079  \n",
       "52      1.9510  -3.4810  \n",
       "9302    2.0795  -5.9474  \n",
       "10887   2.1012  -6.5800  \n",
       "10292   2.0212  -5.3308  \n",
       "911     1.9741  -5.2414  \n",
       "10261   2.0221  -6.5274  \n",
       "5076    1.8796  -6.0065  \n",
       "9923    1.9942  -6.5951  \n",
       "628     1.3080  -4.6027  \n",
       "1988    1.6072  -5.6320  \n",
       "51      1.2599  -4.8038  \n",
       "2721    1.8749  -6.3584  \n",
       "5940    1.9649  -6.5718  \n",
       "3190    1.4550  -5.7976  \n",
       "756     1.3552  -5.6618  \n",
       "87      1.1206  -5.5852  \n",
       "252     0.8803  -5.3156  \n",
       "496     1.0306  -5.6529  \n",
       "3080    1.2387  -5.9227  \n",
       "5736    1.1983  -5.9502  \n",
       "450     1.1466  -5.9144  \n",
       "2434    1.6483  -6.3646  \n",
       "244     1.3037  -6.2581  \n",
       "1037    1.2484  -6.2581  \n",
       "407     0.7995  -6.2532  \n",
       "585     0.0750  -6.2983  \n",
       "4      -0.4071  -6.3052  \n",
       "10309   2.8561  -6.9090  \n",
       "10327   2.8095  -7.0299  \n",
       "7388    2.7928  -6.9430  \n",
       "7283    2.7528  -6.9930  \n",
       "9807    2.6970  -7.0444  \n",
       "13703   2.6915  -6.9768  \n",
       "11136   2.6866  -6.0089  \n",
       "10245   2.6825  -6.9412  \n",
       "9301    2.6774  -6.6688  \n",
       "10688   2.6732  -7.4636  \n",
       "13090   2.6719  -7.2663  \n",
       "10626   2.6436  -7.5228  \n",
       "7414    2.6428  -7.5595  \n",
       "14091   2.6404  -7.2017  \n",
       "14163   2.6366  -7.5280  \n",
       "9772    2.6350  -5.4139  \n",
       "18779   2.6257  -7.5868  \n",
       "10287   2.6183  -7.5580  \n",
       "13670   2.6099  -7.6521  \n",
       "14736   2.6061  -7.6221  \n",
       "9235    2.6018  -7.6531  \n",
       "10641   2.6013  -7.4681  \n",
       "7413    2.5824  -7.6211  \n",
       "14573   2.5747  -7.6825  \n",
       "10651   2.5719  -7.6847  \n",
       "14642   2.5578  -7.6879  \n",
       "849     2.5389  -6.9709  \n",
       "20778   2.5284  -7.7960  \n",
       "7989    2.5229  -7.3143  \n",
       "17332   2.5148  -7.7550  \n",
       "11258   2.5117  -7.6179  \n",
       "2756    2.4628  -6.0480  \n",
       "2737    2.4898  -7.2688  \n",
       "5105    2.4521  -6.7908  \n",
       "1374    2.3531  -6.5868  \n",
       "12407   2.3694  -6.7087  \n",
       "4710    2.2120  -6.2402  \n",
       "10195   2.4896  -7.3114  \n",
       "4819    2.3156  -6.8486  \n",
       "341     1.6899  -5.2558  \n",
       "3648    2.2072  -6.5870  \n",
       "10351   2.3820  -7.0443  \n",
       "9343    2.0343  -6.3258  \n",
       "2392    2.2311  -6.7628  \n",
       "252     1.2618  -4.9341  \n",
       "32      1.2201  -4.9721  \n",
       "4554    2.0205  -6.3983  \n",
       "911     1.5749  -5.6406  \n",
       "7234    2.1395  -6.6969  \n",
       "4309    2.2205  -6.8484  \n",
       "10687   2.0175  -6.6194  \n",
       "1037    1.4448  -6.0617  \n",
       "1768    1.7329  -6.4778  \n",
       "834     1.6445  -6.4269  \n",
       "10292   1.2268  -6.1251  \n",
       "352     1.1723  -6.1398  \n",
       "51      0.3251  -5.7386  \n",
       "3190    1.0435  -6.2091  \n",
       "1854    1.4563  -6.4373  \n",
       "388     0.4091  -5.9953  \n",
       "5076    1.4103  -6.4757  \n",
       "1882    1.6547  -6.5871  \n",
       "204     1.0258  -6.4366  \n",
       "52     -0.5967  -6.0288  \n",
       "4607    1.1468  -6.4767  \n",
       "895     0.8255  -6.4184  \n",
       "22      0.8613  -6.4302  \n",
       "38      1.2401  -6.5298  \n",
       "6544    0.4422  -6.4377  \n",
       "231     0.2612  -6.4560  \n",
       "586    -0.2656  -6.5423  \n",
       "449     0.8044  -6.5743  \n",
       "\n",
       "[1991 rows x 6 columns], token_table=       Topic      Freq                     Term\n",
       "term                                           \n",
       "8386       2  0.047150                   abater\n",
       "8386       3  0.047150                   abater\n",
       "8386       9  0.047150                   abater\n",
       "8386      10  0.047150                   abater\n",
       "8386      11  0.047150                   abater\n",
       "8386      14  0.047150                   abater\n",
       "8386      18  0.047150                   abater\n",
       "8386      20  0.047150                   abater\n",
       "8386      24  0.188601                   abater\n",
       "8386      27  0.047150                   abater\n",
       "8386      28  0.047150                   abater\n",
       "8386      29  0.094300                   abater\n",
       "8386      30  0.047150                   abater\n",
       "4239       2  0.033513   abrangencia_geografica\n",
       "4239       5  0.033513   abrangencia_geografica\n",
       "4239       6  0.067027   abrangencia_geografica\n",
       "4239       9  0.033513   abrangencia_geografica\n",
       "4239      10  0.033513   abrangencia_geografica\n",
       "4239      11  0.033513   abrangencia_geografica\n",
       "4239      14  0.402160   abrangencia_geografica\n",
       "4239      15  0.033513   abrangencia_geografica\n",
       "4239      18  0.033513   abrangencia_geografica\n",
       "4239      20  0.033513   abrangencia_geografica\n",
       "4239      21  0.033513   abrangencia_geografica\n",
       "4239      27  0.033513   abrangencia_geografica\n",
       "4239      28  0.033513   abrangencia_geografica\n",
       "4239      29  0.033513   abrangencia_geografica\n",
       "4239      30  0.033513   abrangencia_geografica\n",
       "21818      2  0.042354                  abrasco\n",
       "21818      9  0.042354                  abrasco\n",
       "21818     10  0.042354                  abrasco\n",
       "21818     11  0.042354                  abrasco\n",
       "21818     14  0.042354                  abrasco\n",
       "21818     15  0.296476                  abrasco\n",
       "21818     16  0.042354                  abrasco\n",
       "21818     18  0.042354                  abrasco\n",
       "21818     20  0.042354                  abrasco\n",
       "21818     21  0.042354                  abrasco\n",
       "21818     27  0.042354                  abrasco\n",
       "21818     28  0.042354                  abrasco\n",
       "21818     29  0.042354                  abrasco\n",
       "21818     30  0.042354                  abrasco\n",
       "4167       2  0.034504              abusividade\n",
       "4167       3  0.034504              abusividade\n",
       "4167       9  0.034504              abusividade\n",
       "4167      10  0.034504              abusividade\n",
       "4167      11  0.034504              abusividade\n",
       "4167      14  0.379545              abusividade\n",
       "4167      15  0.034504              abusividade\n",
       "4167      20  0.034504              abusividade\n",
       "4167      27  0.103512              abusividade\n",
       "4167      28  0.034504              abusividade\n",
       "4167      29  0.034504              abusividade\n",
       "4167      30  0.034504              abusividade\n",
       "14289      1  0.030977                 academia\n",
       "14289      2  0.030977                 academia\n",
       "14289      9  0.030977                 academia\n",
       "14289     10  0.402705                 academia\n",
       "14289     11  0.030977                 academia\n",
       "14289     12  0.030977                 academia\n",
       "14289     13  0.030977                 academia\n",
       "14289     14  0.030977                 academia\n",
       "14289     15  0.030977                 academia\n",
       "14289     18  0.030977                 academia\n",
       "14289     20  0.030977                 academia\n",
       "14289     21  0.030977                 academia\n",
       "14289     27  0.030977                 academia\n",
       "14289     28  0.030977                 academia\n",
       "14289     29  0.030977                 academia\n",
       "14289     30  0.092932                 academia\n",
       "0          1  0.010716                     acao\n",
       "0          2  0.002679                     acao\n",
       "0          5  0.029468                     acao\n",
       "0          6  0.013395                     acao\n",
       "0          8  0.005358                     acao\n",
       "0          9  0.002679                     acao\n",
       "0         10  0.200918                     acao\n",
       "0         11  0.002679                     acao\n",
       "0         12  0.026789                     acao\n",
       "0         13  0.045541                     acao\n",
       "0         14  0.104477                     acao\n",
       "0         15  0.016073                     acao\n",
       "0         16  0.032147                     acao\n",
       "0         17  0.013395                     acao\n",
       "0         18  0.056257                     acao\n",
       "0         20  0.002679                     acao\n",
       "0         21  0.075009                     acao\n",
       "0         22  0.021431                     acao\n",
       "0         23  0.101798                     acao\n",
       "0         25  0.005358                     acao\n",
       "0         27  0.093762                     acao\n",
       "0         28  0.075009                     acao\n",
       "0         29  0.058936                     acao\n",
       "0         30  0.002679                     acao\n",
       "3768       1  0.069663       acao_civil_publica\n",
       "3768       2  0.017416       acao_civil_publica\n",
       "3768       3  0.017416       acao_civil_publica\n",
       "3768       5  0.034832       acao_civil_publica\n",
       "3768       9  0.034832       acao_civil_publica\n",
       "3768      10  0.017416       acao_civil_publica\n",
       "3768      11  0.017416       acao_civil_publica\n",
       "3768      12  0.052247       acao_civil_publica\n",
       "3768      14  0.087079       acao_civil_publica\n",
       "3768      18  0.017416       acao_civil_publica\n",
       "3768      20  0.017416       acao_civil_publica\n",
       "3768      21  0.243821       acao_civil_publica\n",
       "3768      23  0.208990       acao_civil_publica\n",
       "3768      27  0.069663       acao_civil_publica\n",
       "3768      28  0.017416       acao_civil_publica\n",
       "3768      29  0.017416       acao_civil_publica\n",
       "3768      30  0.017416       acao_civil_publica\n",
       "259        2  0.026137            acao_judicial\n",
       "259        5  0.052273            acao_judicial\n",
       "259        8  0.026137            acao_judicial\n",
       "259        9  0.052273            acao_judicial\n",
       "259       10  0.026137            acao_judicial\n",
       "259       11  0.026137            acao_judicial\n",
       "259       13  0.026137            acao_judicial\n",
       "259       14  0.078410            acao_judicial\n",
       "259       15  0.052273            acao_judicial\n",
       "259       18  0.052273            acao_judicial\n",
       "259       20  0.026137            acao_judicial\n",
       "259       21  0.156820            acao_judicial\n",
       "259       22  0.026137            acao_judicial\n",
       "259       23  0.209093            acao_judicial\n",
       "259       27  0.026137            acao_judicial\n",
       "259       28  0.026137            acao_judicial\n",
       "259       29  0.026137            acao_judicial\n",
       "259       30  0.026137            acao_judicial\n",
       "1000       2  0.019606                   acesso\n",
       "1000       5  0.019606                   acesso\n",
       "1000       6  0.021388                   acesso\n",
       "1000       7  0.049906                   acesso\n",
       "1000       8  0.012477                   acesso\n",
       "1000       9  0.073077                   acesso\n",
       "1000      10  0.030300                   acesso\n",
       "1000      11  0.044559                   acesso\n",
       "1000      12  0.014259                   acesso\n",
       "1000      14  0.133678                   acesso\n",
       "1000      15  0.037430                   acesso\n",
       "1000      17  0.028518                   acesso\n",
       "1000      18  0.032083                   acesso\n",
       "1000      19  0.003565                   acesso\n",
       "1000      20  0.231708                   acesso\n",
       "1000      21  0.001782                   acesso\n",
       "1000      22  0.005347                   acesso\n",
       "1000      23  0.014259                   acesso\n",
       "1000      24  0.119419                   acesso\n",
       "1000      25  0.001782                   acesso\n",
       "1000      26  0.001782                   acesso\n",
       "1000      27  0.060601                   acesso\n",
       "1000      28  0.001782                   acesso\n",
       "1000      29  0.001782                   acesso\n",
       "1000      30  0.032083                   acesso\n",
       "2680       2  0.090118                    acoes\n",
       "2680       3  0.002048                    acoes\n",
       "2680       6  0.038915                    acoes\n",
       "2680       7  0.014337                    acoes\n",
       "2680       8  0.010241                    acoes\n",
       "2680       9  0.002048                    acoes\n",
       "2680      10  0.108551                    acoes\n",
       "2680      11  0.002048                    acoes\n",
       "2680      12  0.028674                    acoes\n",
       "2680      14  0.204813                    acoes\n",
       "2680      15  0.059396                    acoes\n",
       "2680      16  0.014337                    acoes\n",
       "2680      18  0.094214                    acoes\n",
       "2680      20  0.067588                    acoes\n",
       "2680      21  0.024578                    acoes\n",
       "2680      22  0.010241                    acoes\n",
       "2680      23  0.028674                    acoes\n",
       "2680      24  0.065540                    acoes\n",
       "2680      27  0.043011                    acoes\n",
       "2680      28  0.067588                    acoes\n",
       "2680      29  0.002048                    acoes\n",
       "2680      30  0.020481                    acoes\n",
       "6298       2  0.014793          acoes_judiciais\n",
       "6298       5  0.029586          acoes_judiciais\n",
       "6298       9  0.014793          acoes_judiciais\n",
       "6298      10  0.014793          acoes_judiciais\n",
       "6298      11  0.014793          acoes_judiciais\n",
       "6298      14  0.429004          acoes_judiciais\n",
       "6298      15  0.029586          acoes_judiciais\n",
       "6298      16  0.029586          acoes_judiciais\n",
       "6298      18  0.059173          acoes_judiciais\n",
       "6298      20  0.014793          acoes_judiciais\n",
       "6298      21  0.014793          acoes_judiciais\n",
       "6298      23  0.044380          acoes_judiciais\n",
       "6298      24  0.177519          acoes_judiciais\n",
       "6298      27  0.014793          acoes_judiciais\n",
       "6298      28  0.014793          acoes_judiciais\n",
       "6298      29  0.014793          acoes_judiciais\n",
       "6298      30  0.014793          acoes_judiciais\n",
       "86         1  0.032004                   acordo\n",
       "86         2  0.000800                   acordo\n",
       "86         3  0.000800                   acordo\n",
       "86         4  0.006401                   acordo\n",
       "86         5  0.026403                   acordo\n",
       "86         6  0.029604                   acordo\n",
       "86         7  0.012802                   acordo\n",
       "86         8  0.024803                   acordo\n",
       "86         9  0.093612                   acordo\n",
       "86        10  0.047206                   acordo\n",
       "86        11  0.075209                   acordo\n",
       "86        12  0.015202                   acordo\n",
       "86        14  0.052007                   acordo\n",
       "86        15  0.044006                   acordo\n",
       "86        16  0.012002                   acordo\n",
       "86        17  0.027203                   acordo\n",
       "86        18  0.042405                   acordo\n",
       "86        19  0.017602                   acordo\n",
       "86        20  0.142418                   acordo\n",
       "86        21  0.049606                   acordo\n",
       "86        22  0.009601                   acordo\n",
       "86        23  0.039205                   acordo\n",
       "86        24  0.030404                   acordo\n",
       "86        25  0.005601                   acordo\n",
       "86        26  0.012002                   acordo\n",
       "86        27  0.150419                   acordo\n",
       "86        28  0.000800                   acordo\n",
       "86        29  0.000800                   acordo\n",
       "86        30  0.000800                   acordo\n",
       "8987       2  0.023939              acreditacao\n",
       "8987       7  0.263331              acreditacao\n",
       "8987       9  0.023939              acreditacao\n",
       "8987      10  0.023939              acreditacao\n",
       "8987      11  0.143635              acreditacao\n",
       "8987      14  0.023939              acreditacao\n",
       "8987      15  0.023939              acreditacao\n",
       "8987      18  0.023939              acreditacao\n",
       "8987      20  0.239391              acreditacao\n",
       "8987      21  0.023939              acreditacao\n",
       "8987      22  0.047878              acreditacao\n",
       "8987      27  0.023939              acreditacao\n",
       "8987      28  0.023939              acreditacao\n",
       "8987      29  0.023939              acreditacao\n",
       "8987      30  0.023939              acreditacao\n",
       "8722       2  0.048148               acupuntura\n",
       "8722       9  0.048148               acupuntura\n",
       "8722      10  0.048148               acupuntura\n",
       "8722      11  0.048148               acupuntura\n",
       "8722      14  0.048148               acupuntura\n",
       "8722      15  0.048148               acupuntura\n",
       "8722      18  0.048148               acupuntura\n",
       "8722      20  0.048148               acupuntura\n",
       "8722      21  0.048148               acupuntura\n",
       "8722      24  0.192593               acupuntura\n",
       "8722      27  0.048148               acupuntura\n",
       "8722      28  0.048148               acupuntura\n",
       "8722      29  0.048148               acupuntura\n",
       "8722      30  0.048148               acupuntura\n",
       "818        1  0.016977                adaptacao\n",
       "818        2  0.008489                adaptacao\n",
       "818        6  0.042443                adaptacao\n",
       "818        9  0.008489                adaptacao\n",
       "818       10  0.025466                adaptacao\n",
       "818       11  0.008489                adaptacao\n",
       "818       14  0.398964                adaptacao\n",
       "818       15  0.093375                adaptacao\n",
       "818       17  0.025466                adaptacao\n",
       "818       18  0.008489                adaptacao\n",
       "818       20  0.008489                adaptacao\n",
       "818       21  0.144306                adaptacao\n",
       "818       23  0.067909                adaptacao\n",
       "818       24  0.008489                adaptacao\n",
       "818       27  0.093375                adaptacao\n",
       "818       28  0.008489                adaptacao\n",
       "818       29  0.008489                adaptacao\n",
       "818       30  0.008489                adaptacao\n",
       "819        2  0.002118                   adesao\n",
       "819        3  0.002118                   adesao\n",
       "819        5  0.072023                   adesao\n",
       "819        6  0.031775                   adesao\n",
       "819        9  0.006355                   adesao\n",
       "819       10  0.002118                   adesao\n",
       "819       11  0.074141                   adesao\n",
       "819       14  0.252081                   adesao\n",
       "819       15  0.057195                   adesao\n",
       "819       17  0.016947                   adesao\n",
       "819       18  0.016947                   adesao\n",
       "819       19  0.014828                   adesao\n",
       "819       20  0.091088                   adesao\n",
       "819       21  0.010592                   adesao\n",
       "819       24  0.004237                   adesao\n",
       "819       25  0.127099                   adesao\n",
       "819       26  0.002118                   adesao\n",
       "819       27  0.175821                   adesao\n",
       "819       28  0.002118                   adesao\n",
       "819       29  0.029657                   adesao\n",
       "819       30  0.002118                   adesao\n",
       "553        1  0.115598            administracao\n",
       "553        2  0.004624            administracao\n",
       "553        5  0.013872            administracao\n",
       "553        6  0.036991            administracao\n",
       "553        7  0.046239            administracao\n",
       "553        9  0.050863            administracao\n",
       "553       10  0.004624            administracao\n",
       "553       11  0.050863            administracao\n",
       "553       13  0.180333            administracao\n",
       "553       14  0.004624            administracao\n",
       "553       15  0.004624            administracao\n",
       "553       18  0.041615            administracao\n",
       "553       19  0.032368            administracao\n",
       "553       20  0.004624            administracao\n",
       "553       21  0.004624            administracao\n",
       "553       22  0.013872            administracao\n",
       "553       24  0.018496            administracao\n",
       "553       27  0.101727            administracao\n",
       "553       28  0.004624            administracao\n",
       "553       29  0.069359            administracao\n",
       "553       30  0.189581            administracao\n",
       "437        1  0.031310           administradora\n",
       "437        2  0.010437           administradora\n",
       "437        3  0.041747           administradora\n",
       "437        5  0.073057           administradora\n",
       "437        6  0.041747           administradora\n",
       "437        9  0.031310           administradora\n",
       "437       10  0.010437           administradora\n",
       "437       11  0.062620           administradora\n",
       "437       14  0.062620           administradora\n",
       "437       15  0.083493           administradora\n",
       "437       16  0.010437           administradora\n",
       "437       18  0.031310           administradora\n",
       "437       20  0.010437           administradora\n",
       "437       21  0.010437           administradora\n",
       "437       22  0.010437           administradora\n",
       "437       23  0.020873           administradora\n",
       "437       25  0.020873           administradora\n",
       "437       27  0.386157           administradora\n",
       "437       28  0.010437           administradora\n",
       "437       29  0.010437           administradora\n",
       "437       30  0.010437           administradora\n",
       "384        1  0.023354          administradoras\n",
       "384        2  0.011677          administradoras\n",
       "384        5  0.035031          administradoras\n",
       "384        6  0.011677          administradoras\n",
       "384        7  0.035031          administradoras\n",
       "384        9  0.011677          administradoras\n",
       "384       10  0.058386          administradoras\n",
       "384       11  0.011677          administradoras\n",
       "384       13  0.011677          administradoras\n",
       "384       14  0.397022          administradoras\n",
       "384       15  0.035031          administradoras\n",
       "384       17  0.023354          administradoras\n",
       "384       18  0.011677          administradoras\n",
       "384       19  0.011677          administradoras\n",
       "384       20  0.070063          administradoras\n",
       "384       21  0.011677          administradoras\n",
       "384       23  0.046709          administradoras\n",
       "384       27  0.128448          administradoras\n",
       "384       28  0.011677          administradoras\n",
       "384       29  0.011677          administradoras\n",
       "384       30  0.011677          administradoras\n",
       "2652       2  0.014042                   adress\n",
       "2652       6  0.014042                   adress\n",
       "2652       9  0.702098                   adress\n",
       "2652      10  0.014042                   adress\n",
       "2652      11  0.014042                   adress\n",
       "2652      14  0.014042                   adress\n",
       "2652      15  0.014042                   adress\n",
       "2652      18  0.014042                   adress\n",
       "2652      20  0.014042                   adress\n",
       "2652      21  0.014042                   adress\n",
       "2652      27  0.070210                   adress\n",
       "2652      28  0.014042                   adress\n",
       "2652      29  0.014042                   adress\n",
       "2652      30  0.014042                   adress\n",
       "6613       2  0.034578                  aduseps\n",
       "6613       6  0.034578                  aduseps\n",
       "6613       9  0.034578                  aduseps\n",
       "6613      10  0.034578                  aduseps\n",
       "6613      11  0.034578                  aduseps\n",
       "6613      14  0.414931                  aduseps\n",
       "6613      18  0.034578                  aduseps\n",
       "6613      20  0.034578                  aduseps\n",
       "6613      21  0.034578                  aduseps\n",
       "6613      27  0.034578                  aduseps\n",
       "6613      28  0.034578                  aduseps\n",
       "6613      29  0.034578                  aduseps\n",
       "6613      30  0.034578                  aduseps\n",
       "8020       2  0.026572  advogada_renata_vilhena\n",
       "8020       3  0.026572  advogada_renata_vilhena\n",
       "8020       5  0.026572  advogada_renata_vilhena\n",
       "8020       8  0.026572  advogada_renata_vilhena\n",
       "8020       9  0.026572  advogada_renata_vilhena\n",
       "8020      10  0.053143  advogada_renata_vilhena\n",
       "8020      11  0.026572  advogada_renata_vilhena\n",
       "8020      14  0.425145  advogada_renata_vilhena\n",
       "8020      15  0.026572  advogada_renata_vilhena\n",
       "8020      17  0.026572  advogada_renata_vilhena\n",
       "8020      18  0.026572  advogada_renata_vilhena\n",
       "8020      20  0.026572  advogada_renata_vilhena\n",
       "8020      21  0.026572  advogada_renata_vilhena\n",
       "8020      23  0.053143  advogada_renata_vilhena\n",
       "8020      27  0.026572  advogada_renata_vilhena\n",
       "8020      28  0.026572  advogada_renata_vilhena\n",
       "8020      29  0.026572  advogada_renata_vilhena\n",
       "8020      30  0.026572  advogada_renata_vilhena\n",
       "4049       2  0.004400                 advogado\n",
       "4049       3  0.008801                 advogado\n",
       "4049       5  0.048404                 advogado\n",
       "4049       6  0.017601                 advogado\n",
       "4049       9  0.026402                 advogado\n",
       "4049      10  0.079206                 advogado\n",
       "4049      11  0.004400                 advogado\n",
       "...      ...       ...                      ...\n",
       "6611      22  0.150021               veiculacao\n",
       "6611      24  0.025003               veiculacao\n",
       "6611      27  0.025003               veiculacao\n",
       "6611      28  0.450063               veiculacao\n",
       "6611      29  0.025003               veiculacao\n",
       "6611      30  0.025003               veiculacao\n",
       "9611       2  0.016462                  veiculo\n",
       "9611       3  0.016462                  veiculo\n",
       "9611       4  0.032924                  veiculo\n",
       "9611       5  0.032924                  veiculo\n",
       "9611       9  0.016462                  veiculo\n",
       "9611      10  0.016462                  veiculo\n",
       "9611      11  0.016462                  veiculo\n",
       "9611      13  0.181085                  veiculo\n",
       "9611      14  0.016462                  veiculo\n",
       "9611      18  0.016462                  veiculo\n",
       "9611      20  0.016462                  veiculo\n",
       "9611      21  0.263396                  veiculo\n",
       "9611      23  0.049387                  veiculo\n",
       "9611      27  0.016462                  veiculo\n",
       "9611      28  0.016462                  veiculo\n",
       "9611      29  0.016462                  veiculo\n",
       "9611      30  0.214009                  veiculo\n",
       "383        2  0.020786         veja_link_abaixo\n",
       "383        5  0.041571         veja_link_abaixo\n",
       "383        6  0.020786         veja_link_abaixo\n",
       "383        9  0.020786         veja_link_abaixo\n",
       "383       10  0.020786         veja_link_abaixo\n",
       "383       11  0.062357         veja_link_abaixo\n",
       "383       14  0.020786         veja_link_abaixo\n",
       "383       15  0.249426         veja_link_abaixo\n",
       "383       17  0.020786         veja_link_abaixo\n",
       "383       20  0.020786         veja_link_abaixo\n",
       "383       21  0.083142         veja_link_abaixo\n",
       "383       27  0.270212         veja_link_abaixo\n",
       "383       28  0.020786         veja_link_abaixo\n",
       "383       29  0.020786         veja_link_abaixo\n",
       "383       30  0.020786         veja_link_abaixo\n",
       "20113      2  0.038815                      vel\n",
       "20113      9  0.038815                      vel\n",
       "20113     10  0.038815                      vel\n",
       "20113     11  0.038815                      vel\n",
       "20113     14  0.038815                      vel\n",
       "20113     15  0.038815                      vel\n",
       "20113     18  0.038815                      vel\n",
       "20113     19  0.349333                      vel\n",
       "20113     20  0.038815                      vel\n",
       "20113     21  0.038815                      vel\n",
       "20113     27  0.038815                      vel\n",
       "20113     28  0.038815                      vel\n",
       "20113     29  0.038815                      vel\n",
       "20113     30  0.038815                      vel\n",
       "696        2  0.002616                    venda\n",
       "696        6  0.041862                    venda\n",
       "696        9  0.002616                    venda\n",
       "696       10  0.028780                    venda\n",
       "696       11  0.162214                    venda\n",
       "696       14  0.047095                    venda\n",
       "696       15  0.041862                    venda\n",
       "696       18  0.096805                    venda\n",
       "696       19  0.013082                    venda\n",
       "696       20  0.047095                    venda\n",
       "696       21  0.020931                    venda\n",
       "696       22  0.070642                    venda\n",
       "696       24  0.002616                    venda\n",
       "696       25  0.054944                    venda\n",
       "696       27  0.170064                    venda\n",
       "696       28  0.185762                    venda\n",
       "696       29  0.002616                    venda\n",
       "696       30  0.002616                    venda\n",
       "4910       2  0.007981                   vendas\n",
       "4910       3  0.007981                   vendas\n",
       "4910       6  0.007981                   vendas\n",
       "4910       7  0.119713                   vendas\n",
       "4910       9  0.007981                   vendas\n",
       "4910      10  0.007981                   vendas\n",
       "4910      11  0.095770                   vendas\n",
       "4910      13  0.015962                   vendas\n",
       "4910      14  0.007981                   vendas\n",
       "4910      18  0.215483                   vendas\n",
       "4910      19  0.063847                   vendas\n",
       "4910      20  0.007981                   vendas\n",
       "4910      21  0.031923                   vendas\n",
       "4910      22  0.031923                   vendas\n",
       "4910      25  0.071828                   vendas\n",
       "4910      27  0.207502                   vendas\n",
       "4910      28  0.007981                   vendas\n",
       "4910      29  0.055866                   vendas\n",
       "4910      30  0.007981                   vendas\n",
       "18258      2  0.024874         vendas_suspensas\n",
       "18258      3  0.024874         vendas_suspensas\n",
       "18258      9  0.024874         vendas_suspensas\n",
       "18258     10  0.024874         vendas_suspensas\n",
       "18258     11  0.198993         vendas_suspensas\n",
       "18258     14  0.024874         vendas_suspensas\n",
       "18258     15  0.024874         vendas_suspensas\n",
       "18258     18  0.024874         vendas_suspensas\n",
       "18258     20  0.024874         vendas_suspensas\n",
       "18258     21  0.074622         vendas_suspensas\n",
       "18258     22  0.149245         vendas_suspensas\n",
       "18258     25  0.198993         vendas_suspensas\n",
       "18258     27  0.049748         vendas_suspensas\n",
       "18258     28  0.024874         vendas_suspensas\n",
       "18258     29  0.024874         vendas_suspensas\n",
       "18258     30  0.024874         vendas_suspensas\n",
       "9317       1  0.027786                    verba\n",
       "9317       2  0.027786                    verba\n",
       "9317       9  0.027786                    verba\n",
       "9317      10  0.027786                    verba\n",
       "9317      11  0.027786                    verba\n",
       "9317      13  0.333428                    verba\n",
       "9317      14  0.027786                    verba\n",
       "9317      15  0.027786                    verba\n",
       "9317      16  0.055571                    verba\n",
       "9317      20  0.027786                    verba\n",
       "9317      21  0.027786                    verba\n",
       "9317      24  0.194499                    verba\n",
       "9317      27  0.027786                    verba\n",
       "9317      28  0.027786                    verba\n",
       "9317      29  0.027786                    verba\n",
       "9317      30  0.027786                    verba\n",
       "14662      1  0.028667                 vereador\n",
       "14662      2  0.028667                 vereador\n",
       "14662      3  0.028667                 vereador\n",
       "14662      8  0.086002                 vereador\n",
       "14662      9  0.028667                 vereador\n",
       "14662     10  0.028667                 vereador\n",
       "14662     11  0.028667                 vereador\n",
       "14662     13  0.458677                 vereador\n",
       "14662     14  0.028667                 vereador\n",
       "14662     15  0.028667                 vereador\n",
       "14662     18  0.028667                 vereador\n",
       "14662     20  0.028667                 vereador\n",
       "14662     21  0.028667                 vereador\n",
       "14662     27  0.028667                 vereador\n",
       "14662     28  0.028667                 vereador\n",
       "14662     29  0.028667                 vereador\n",
       "14662     30  0.028667                 vereador\n",
       "10887      2  0.159683                 vergonha\n",
       "10887      9  0.005914                 vergonha\n",
       "10887     10  0.005914                 vergonha\n",
       "10887     14  0.005914                 vergonha\n",
       "10887     15  0.005914                 vergonha\n",
       "10887     18  0.005914                 vergonha\n",
       "10887     19  0.005914                 vergonha\n",
       "10887     20  0.005914                 vergonha\n",
       "10887     21  0.011828                 vergonha\n",
       "10887     24  0.005914                 vergonha\n",
       "10887     27  0.005914                 vergonha\n",
       "10887     28  0.005914                 vergonha\n",
       "10887     29  0.739275                 vergonha\n",
       "10887     30  0.005914                 vergonha\n",
       "7909       2  0.044867           verticalizacao\n",
       "7909       3  0.044867           verticalizacao\n",
       "7909       6  0.179468           verticalizacao\n",
       "7909       9  0.089734           verticalizacao\n",
       "7909      10  0.044867           verticalizacao\n",
       "7909      11  0.044867           verticalizacao\n",
       "7909      14  0.044867           verticalizacao\n",
       "7909      20  0.044867           verticalizacao\n",
       "7909      24  0.044867           verticalizacao\n",
       "7909      27  0.044867           verticalizacao\n",
       "7909      28  0.044867           verticalizacao\n",
       "7909      29  0.044867           verticalizacao\n",
       "7909      30  0.044867           verticalizacao\n",
       "8535       2  0.038119                     vgbl\n",
       "8535       3  0.038119                     vgbl\n",
       "8535       5  0.266835                     vgbl\n",
       "8535       9  0.038119                     vgbl\n",
       "8535      10  0.038119                     vgbl\n",
       "8535      11  0.038119                     vgbl\n",
       "8535      14  0.038119                     vgbl\n",
       "8535      15  0.038119                     vgbl\n",
       "8535      18  0.152477                     vgbl\n",
       "8535      20  0.038119                     vgbl\n",
       "8535      21  0.038119                     vgbl\n",
       "8535      27  0.038119                     vgbl\n",
       "8535      28  0.038119                     vgbl\n",
       "8535      29  0.038119                     vgbl\n",
       "8535      30  0.038119                     vgbl\n",
       "936        2  0.415936                     vida\n",
       "936        3  0.059163                     vida\n",
       "936        4  0.016135                     vida\n",
       "936        5  0.014343                     vida\n",
       "936        6  0.023307                     vida\n",
       "936        7  0.059163                     vida\n",
       "936        8  0.021514                     vida\n",
       "936        9  0.007171                     vida\n",
       "936       10  0.077092                     vida\n",
       "936       11  0.016135                     vida\n",
       "936       12  0.007171                     vida\n",
       "936       14  0.017928                     vida\n",
       "936       15  0.025100                     vida\n",
       "936       18  0.019721                     vida\n",
       "936       20  0.001793                     vida\n",
       "936       21  0.007171                     vida\n",
       "936       23  0.021514                     vida\n",
       "936       24  0.016135                     vida\n",
       "936       25  0.010757                     vida\n",
       "936       27  0.005378                     vida\n",
       "936       28  0.095020                     vida\n",
       "936       29  0.001793                     vida\n",
       "936       30  0.053785                     vida\n",
       "6916       2  0.036158                  vidigal\n",
       "6916       3  0.036158                  vidigal\n",
       "6916       9  0.036158                  vidigal\n",
       "6916      10  0.036158                  vidigal\n",
       "6916      11  0.036158                  vidigal\n",
       "6916      13  0.072316                  vidigal\n",
       "6916      14  0.036158                  vidigal\n",
       "6916      20  0.036158                  vidigal\n",
       "6916      21  0.036158                  vidigal\n",
       "6916      26  0.036158                  vidigal\n",
       "6916      27  0.397740                  vidigal\n",
       "6916      28  0.036158                  vidigal\n",
       "6916      29  0.036158                  vidigal\n",
       "6916      30  0.036158                  vidigal\n",
       "4611       2  0.024838                  vigente\n",
       "4611       5  0.049676                  vigente\n",
       "4611       8  0.074514                  vigente\n",
       "4611       9  0.024838                  vigente\n",
       "4611      10  0.347733                  vigente\n",
       "4611      11  0.024838                  vigente\n",
       "4611      14  0.024838                  vigente\n",
       "4611      15  0.024838                  vigente\n",
       "4611      17  0.049676                  vigente\n",
       "4611      18  0.099352                  vigente\n",
       "4611      20  0.024838                  vigente\n",
       "4611      21  0.049676                  vigente\n",
       "4611      25  0.024838                  vigente\n",
       "4611      27  0.024838                  vigente\n",
       "4611      28  0.024838                  vigente\n",
       "4611      29  0.024838                  vigente\n",
       "4611      30  0.024838                  vigente\n",
       "85         2  0.021188     vigilancia_sanitaria\n",
       "85         6  0.021188     vigilancia_sanitaria\n",
       "85         7  0.211875     vigilancia_sanitaria\n",
       "85         9  0.021188     vigilancia_sanitaria\n",
       "85        10  0.042375     vigilancia_sanitaria\n",
       "85        11  0.021188     vigilancia_sanitaria\n",
       "85        12  0.063563     vigilancia_sanitaria\n",
       "85        14  0.021188     vigilancia_sanitaria\n",
       "85        15  0.021188     vigilancia_sanitaria\n",
       "85        16  0.042375     vigilancia_sanitaria\n",
       "85        18  0.084750     vigilancia_sanitaria\n",
       "85        20  0.021188     vigilancia_sanitaria\n",
       "85        21  0.021188     vigilancia_sanitaria\n",
       "85        22  0.021188     vigilancia_sanitaria\n",
       "85        24  0.254250     vigilancia_sanitaria\n",
       "85        27  0.021188     vigilancia_sanitaria\n",
       "85        28  0.021188     vigilancia_sanitaria\n",
       "85        29  0.021188     vigilancia_sanitaria\n",
       "85        30  0.021188     vigilancia_sanitaria\n",
       "21992      1  0.076607                  vigitel\n",
       "21992      2  0.038304                  vigitel\n",
       "21992      3  0.038304                  vigitel\n",
       "21992      4  0.268126                  vigitel\n",
       "21992      9  0.038304                  vigitel\n",
       "21992     10  0.038304                  vigitel\n",
       "21992     11  0.038304                  vigitel\n",
       "21992     14  0.038304                  vigitel\n",
       "21992     15  0.038304                  vigitel\n",
       "21992     18  0.038304                  vigitel\n",
       "21992     19  0.076607                  vigitel\n",
       "21992     20  0.038304                  vigitel\n",
       "21992     21  0.038304                  vigitel\n",
       "21992     27  0.038304                  vigitel\n",
       "21992     28  0.038304                  vigitel\n",
       "21992     29  0.038304                  vigitel\n",
       "21992     30  0.038304                  vigitel\n",
       "3446       2  0.011973                    virus\n",
       "3446       3  0.011973                    virus\n",
       "3446       4  0.095786                    virus\n",
       "3446       5  0.011973                    virus\n",
       "3446       7  0.011973                    virus\n",
       "3446       8  0.634584                    virus\n",
       "3446       9  0.011973                    virus\n",
       "3446      10  0.011973                    virus\n",
       "3446      11  0.011973                    virus\n",
       "3446      13  0.083813                    virus\n",
       "3446      14  0.011973                    virus\n",
       "3446      15  0.011973                    virus\n",
       "3446      16  0.011973                    virus\n",
       "3446      18  0.011973                    virus\n",
       "3446      20  0.011973                    virus\n",
       "3446      21  0.011973                    virus\n",
       "3446      27  0.011973                    virus\n",
       "3446      28  0.011973                    virus\n",
       "3446      29  0.011973                    virus\n",
       "3446      30  0.011973                    virus\n",
       "21528      2  0.018485               virus_zika\n",
       "21528      4  0.110909               virus_zika\n",
       "21528      8  0.499093               virus_zika\n",
       "21528      9  0.018485               virus_zika\n",
       "21528     10  0.018485               virus_zika\n",
       "21528     11  0.018485               virus_zika\n",
       "21528     12  0.055455               virus_zika\n",
       "21528     14  0.018485               virus_zika\n",
       "21528     15  0.018485               virus_zika\n",
       "21528     18  0.036970               virus_zika\n",
       "21528     20  0.036970               virus_zika\n",
       "21528     21  0.018485               virus_zika\n",
       "21528     27  0.018485               virus_zika\n",
       "21528     28  0.018485               virus_zika\n",
       "21528     29  0.018485               virus_zika\n",
       "21528     30  0.018485               virus_zika\n",
       "8138       2  0.671733                    viver\n",
       "8138       3  0.010662                    viver\n",
       "8138       7  0.063975                    viver\n",
       "8138       9  0.042650                    viver\n",
       "8138      10  0.053312                    viver\n",
       "8138      11  0.010662                    viver\n",
       "8138      14  0.010662                    viver\n",
       "8138      15  0.010662                    viver\n",
       "8138      18  0.010662                    viver\n",
       "8138      20  0.010662                    viver\n",
       "8138      21  0.010662                    viver\n",
       "8138      25  0.010662                    viver\n",
       "8138      27  0.010662                    viver\n",
       "8138      28  0.010662                    viver\n",
       "8138      29  0.010662                    viver\n",
       "8138      30  0.021325                    viver\n",
       "621        1  0.049626                   volume\n",
       "621        2  0.008271                   volume\n",
       "621        3  0.008271                   volume\n",
       "621        7  0.057897                   volume\n",
       "621        9  0.074438                   volume\n",
       "621       10  0.008271                   volume\n",
       "621       11  0.033084                   volume\n",
       "621       12  0.024813                   volume\n",
       "621       13  0.041355                   volume\n",
       "621       14  0.008271                   volume\n",
       "621       15  0.016542                   volume\n",
       "621       18  0.132335                   volume\n",
       "621       19  0.033084                   volume\n",
       "621       20  0.380463                   volume\n",
       "621       24  0.008271                   volume\n",
       "621       25  0.008271                   volume\n",
       "621       27  0.074438                   volume\n",
       "621       28  0.008271                   volume\n",
       "621       29  0.008271                   volume\n",
       "621       30  0.008271                   volume\n",
       "2038       1  0.017270                  votacao\n",
       "2038       2  0.034540                  votacao\n",
       "2038       9  0.017270                  votacao\n",
       "2038      10  0.284959                  votacao\n",
       "2038      11  0.008635                  votacao\n",
       "2038      14  0.008635                  votacao\n",
       "2038      15  0.181337                  votacao\n",
       "2038      16  0.025905                  votacao\n",
       "2038      18  0.008635                  votacao\n",
       "2038      20  0.008635                  votacao\n",
       "2038      26  0.138162                  votacao\n",
       "2038      27  0.008635                  votacao\n",
       "2038      28  0.008635                  votacao\n",
       "2038      29  0.008635                  votacao\n",
       "2038      30  0.181337                  votacao\n",
       "7079       2  0.026715                   votado\n",
       "7079       9  0.026715                   votado\n",
       "7079      10  0.374012                   votado\n",
       "7079      11  0.026715                   votado\n",
       "7079      13  0.053430                   votado\n",
       "7079      14  0.053430                   votado\n",
       "7079      15  0.026715                   votado\n",
       "7079      18  0.026715                   votado\n",
       "7079      20  0.026715                   votado\n",
       "7079      22  0.026715                   votado\n",
       "7079      24  0.053430                   votado\n",
       "7079      26  0.053430                   votado\n",
       "7079      27  0.053430                   votado\n",
       "7079      28  0.026715                   votado\n",
       "7079      29  0.026715                   votado\n",
       "7079      30  0.053430                   votado\n",
       "10906      2  0.035426               washington\n",
       "10906      7  0.035426               washington\n",
       "10906      9  0.035426               washington\n",
       "10906     10  0.035426               washington\n",
       "10906     11  0.035426               washington\n",
       "10906     13  0.389682               washington\n",
       "10906     14  0.035426               washington\n",
       "10906     15  0.035426               washington\n",
       "10906     18  0.035426               washington\n",
       "10906     20  0.035426               washington\n",
       "10906     21  0.035426               washington\n",
       "10906     24  0.035426               washington\n",
       "10906     27  0.035426               washington\n",
       "10906     28  0.035426               washington\n",
       "10906     29  0.035426               washington\n",
       "10906     30  0.035426               washington\n",
       "21146      2  0.014699                     zika\n",
       "21146      4  0.044098                     zika\n",
       "21146      8  0.587976                     zika\n",
       "21146      9  0.014699                     zika\n",
       "21146     10  0.014699                     zika\n",
       "21146     11  0.014699                     zika\n",
       "21146     14  0.088196                     zika\n",
       "21146     15  0.014699                     zika\n",
       "21146     18  0.014699                     zika\n",
       "21146     20  0.014699                     zika\n",
       "21146     21  0.014699                     zika\n",
       "21146     24  0.014699                     zika\n",
       "21146     27  0.014699                     zika\n",
       "21146     28  0.014699                     zika\n",
       "21146     29  0.014699                     zika\n",
       "21146     30  0.058798                     zika\n",
       "\n",
       "[22922 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=150):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('media-ans-option4-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('media-ans-option4-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>empresa, funcionarios, presidente, plano, mil, correios, acordo, sindicato, dia, paulo, trabalho, ministerio, servico, trabalhadores, servicos, greve, janeiro, ano, rio, milhoes, entidade, globo, banco, empresas, dias, regiao, nota, servidores, administracao, partir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>anos, paulo, dia, brasil, mundo, copa, jose, vida, pessoas, forma, tempo, populacao, educacao, dias, pais, parte, claro, respeito, poderia, lado, casa, fato, certo, futebol, tipo, filho, parece, alguem, mal, cidade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>parto, medico, hospital, parto_normal, cesarea, mae, bebe, medicos, mulher, anos, cirurgia, hospitais, mulheres, gestante, conta, cesareas, caso, paciente, filho, dia, risco, cesarianas, gente, cesariana, gestacao, partos, dor, muitas, casa, obstetra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>cancer, tratamento, doenca, procedimentos, rol, pacientes, paciente, exame, lista, diagnostico, novos, doencas, medicamentos, inclusao, exames, dia, pessoas, tipo, partir, medicamento, uso, mama, risco, procedimento, novo, tratamentos, remedios, casos, caso, sessoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>plano, contrato, empresa, operadora, direito, anos, caso, pagamento, consumidor, beneficiario, valor, lei, dias, tempo, periodo, manter, cancelamento, meses, beneficio, adesao, dois, servico, acordo, mensalidade, cobertura, beneficiarios, condicoes, coletivo, trabalhador, aposentado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>plano, operadoras, empresa, empresas, operadora, atendimento, clientes, amil, unimed, beneficiarios, mercado, rio, mil, milhoes, servicos, grupo, paulo, diretor, acordo, medicos, rede, presidente, anos, ano, hospitais, sistema, informacoes, setor, numero, nota</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>hospital, meses, anos, mil, brasil, qualidade, hospitais, sistema, pessoas, ano, populacao, vagas, medico, pais, setor, paulo, medicina, sus, pacientes, paciente, medicos, modelo, numero, atendimento, gestao, alta, servicos, diretor, dados, custo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>casos, procedimentos, exames, virus, pacientes, atendimento, exame, doenca, dias, dengue, cirurgia, cancer, mulheres, tratamento, ministerio, paciente, mil, zika, rol, procedimento, diagnostico, lista, teste, acordo, caso, microcefalia, resolucao, dois, operadoras, virus_zika</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>medicos, operadoras, atendimento, plano, medico, consulta, pacientes, hospitais, paulo, servicos, operadora, usuarios, procedimentos, acordo, servico, medicina, anos, exames, paciente, valor, empresas, profissionais, consultas, justica, dias, mil, dia, presidente, pessoas, numero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.0</td>\n",
       "      <td>lei, plano, anos, sus, projeto, direito, pessoas, atendimento, ministerio, proposta, questao, governo, medico, forma, rio, sistema, tempo, precisa, ministro, presidente, publico, exemplo, relatorio, acao, relator, hospital, trabalho, mercado, valor, grande</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.0</td>\n",
       "      <td>unimed, atendimento, operadora, unimed_paulistana, clientes, beneficiarios, operadoras, plano, mil, carteira, rio, cooperativa, empresa, sistema, paulo, consumidores, reclamacoes, dias, acordo, milhoes, brasil, medida, usuarios, novos, prazo, central, cooperados, transferencia, manter, dia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.0</td>\n",
       "      <td>parto, parto_normal, cesareas, cesarea, hospitais, medicos, medico, brasil, gestante, mulher, mulheres, trabalho, taxa, cesariana, cesarianas, gestantes, pais, medidas, partos, bebe, numero, reduzir, hospital, projeto, ministerio, partos_normais, informacoes, indice, pre_natal, resolucao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13.0</td>\n",
       "      <td>estado, governo, presidente, paulo, federal, rio, secretaria, secretario, ministerio, ministro, publica, trabalho, gestao, prefeito, prefeitura, ano, brasil, dois, anos, justica, universidade, desenvolvimento, cidade, administracao, tres, lei, minas_gerais, diretor, seguranca, publico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14.0</td>\n",
       "      <td>plano, consumidor, reajuste, operadoras, anos, coletivos, empresas, aumento, individuais, reajustes, contrato, setor, contratos, ano, defesa, idec, operadora, custos, lei, procedimentos, justica, cobertura, precos, pessoas, mensalidades, mercado, inflacao, consumidores, beneficiarios, usuarios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15.0</td>\n",
       "      <td>operadoras, consumidor, reajuste, anos, lei, plano, empresas, defesa, aumento, setor, consumidores, reajustes, contratos, idec, usuarios, beneficiarios, contrato, ano, cobertura, procedimentos, faixa_etaria, individuais, proposta, coletivos, operadora, indice, mercado, reclamacoes, mudanca, custos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16.0</td>\n",
       "      <td>presidente, diretor, comissao, ministro, decisao, stf, cargo, senado, presidencia, etica, figueiredo, nome, caso, governo, indicacao, advogado, pedido, defesa, republica, interesses, diretoria, gestao, novo, supremo_tribunal_federal, estado, mandato, publica, supremo, acordo, hapvida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17.0</td>\n",
       "      <td>valor, plano, reajuste, consumidor, operadoras, procedimentos, caso, mensalidade, contrato, cobranca, ano, indice, contratos, coparticipacao, percentual, beneficiarios, aumento, milhoes, operadora, coparticipacao_franquia, consumidores, pagamento, limite, maximo, procedimento, resolucao, custos, franquia, partir, pagar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18.0</td>\n",
       "      <td>empresa, empresas, setor, servicos, consumidor, milhoes, mercado, brasil, rio, produtos, ano, banco, servico, dados, credito, caso, problema, clientes, consumidores, defesa, parte, atendimento, area, sistema, acordo, qualidade, pais, problemas, grande, informacoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19.0</td>\n",
       "      <td>mil, beneficiarios, saaºde, ano, vagas, sa, numero, queda, rio, alta, milhoes, aumento, brasil, total, ma, concursos, pessoas, setor, empresas, clientes, mercado, ano_passado, anos, plano, paulo, inflacao, pais, mes, ministerio, comparacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20.0</td>\n",
       "      <td>operadoras, sus, milhoes, medicos, atendimento, plano, dados, usuarios, mil, servicos, setor, ano, pessoas, sistema, anos, ressarcimento, procedimentos, beneficiarios, numero, valor, empresas, acordo, pacientes, aumento, mercado, ministro, hospitais, paciente, brasil, ministerio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21.0</td>\n",
       "      <td>plano, unimed, consumidor, empresa, atendimento, clientes, operadora, mil, caso, paulo, defesa, consumidores, reajuste, justica, operadoras, hospital, contrato, usuarios, contratos, unimed_paulistana, idec, dias, reclamacoes, lei, dia, decisao, prazo, empresas, procon, acordo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22.0</td>\n",
       "      <td>operadoras, atendimento, suspensao, reclamacoes, mil, monitoramento, empresas, decisao, suspensos, partir, beneficiarios, consumidor, milhoes, analise, medida, venda, numero, lista, cobertura, setor, processo, diretor, comercializacao, fiscalizacao, fenasaude, tres_meses, regulacao, produtos, nota, programa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23.0</td>\n",
       "      <td>plano, consumidor, justica, caso, defesa, lei, atendimento, procedimentos, tratamento, medicos, cobertura, contrato, medico, paulo, anos, procedimento, decisao, consumidores, mil, direito, dia, valor, empresa, paciente, resolucao, casos, acordo, orgao, pagar, procon_sp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24.0</td>\n",
       "      <td>sus, sistema, tratamento, procedimentos, atendimento, publico, recursos, setor, operadoras, servicos, qualidade, medicamentos, acesso, presidente, brasil, cobertura, rol, ministro, pacientes, proposta, medicos, parte, governo, populacao, plano, ministerio, cancer, pessoas, hospitais, pais</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25.0</td>\n",
       "      <td>plano, operadoras, beneficiarios, medico, suspensos, empresarial, registro, adesao, trabalho, enfermaria, unimed, especial, cooperativa, suspensao, total_produtos_beneficiarios, atendimento, global, apartamento, obstetricia, basico, assistencia, lista, nacional_pj_qp, master, executivo, coletivo, assistencia_medica, rio, mil, reclamacoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26.0</td>\n",
       "      <td>temer, presidente, camara, governo, michel_temer, senado, anos, gastos, ano, bilhoes, teto, lei, deputados, projeto, pec, proposta, delacao, partir, pmdb, votacao, texto, acordo, ministro, inflacao, globo, deputado, aecio, poder, paulo, executivo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27.0</td>\n",
       "      <td>operadoras, plano, operadora, atendimento, empresas, consumidor, clientes, beneficiarios, dias, empresa, reclamacoes, mil, consumidores, prazo, usuarios, contrato, acordo, caso, numero, medida, contratos, nota, reajuste, medicos, milhoes, decisao, cobertura, servicos, mercado, beneficiario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28.0</td>\n",
       "      <td>governo, pais, brasil, milhoes, bilhoes, publico, ano, anos, lei, estado, brasileiros, recursos, aumento, sido, exemplo, presidente, agora, sistema, situacao, ministro, crise, fato, publica, dinheiro, direito, fim, federal, forma, porem, nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29.0</td>\n",
       "      <td>paulo, lula, brasil, pais, stf, pt, presidente, dilma, povo, politicos, corrupcao, agora, dinheiro, justica, janeiro, poder, partido, grande, brasileiros, politico, mundo, republica, mensalao, ministros, nacao, tempo, maioria, politica, mil, anos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30.0</td>\n",
       "      <td>presidente, governo, ministro, petrobras, pt, pais, caso, etica, paulo, presidencia, politica, dilma, processo, poder, cargo, dilma_rousseff, senado, novo, camara, diretor, meio, dez, lula, dia, republica, projeto, comissao, jose, milhoes, fim</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      1.0   \n",
       "1      2.0   \n",
       "2      3.0   \n",
       "3      4.0   \n",
       "4      5.0   \n",
       "5      6.0   \n",
       "6      7.0   \n",
       "7      8.0   \n",
       "8      9.0   \n",
       "9     10.0   \n",
       "10    11.0   \n",
       "11    12.0   \n",
       "12    13.0   \n",
       "13    14.0   \n",
       "14    15.0   \n",
       "15    16.0   \n",
       "16    17.0   \n",
       "17    18.0   \n",
       "18    19.0   \n",
       "19    20.0   \n",
       "20    21.0   \n",
       "21    22.0   \n",
       "22    23.0   \n",
       "23    24.0   \n",
       "24    25.0   \n",
       "25    26.0   \n",
       "26    27.0   \n",
       "27    28.0   \n",
       "28    29.0   \n",
       "29    30.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                               Keywords  \n",
       "0                                                                            empresa, funcionarios, presidente, plano, mil, correios, acordo, sindicato, dia, paulo, trabalho, ministerio, servico, trabalhadores, servicos, greve, janeiro, ano, rio, milhoes, entidade, globo, banco, empresas, dias, regiao, nota, servidores, administracao, partir  \n",
       "1                                                                                                                                anos, paulo, dia, brasil, mundo, copa, jose, vida, pessoas, forma, tempo, populacao, educacao, dias, pais, parte, claro, respeito, poderia, lado, casa, fato, certo, futebol, tipo, filho, parece, alguem, mal, cidade  \n",
       "2                                                                                            parto, medico, hospital, parto_normal, cesarea, mae, bebe, medicos, mulher, anos, cirurgia, hospitais, mulheres, gestante, conta, cesareas, caso, paciente, filho, dia, risco, cesarianas, gente, cesariana, gestacao, partos, dor, muitas, casa, obstetra  \n",
       "3                                                                            cancer, tratamento, doenca, procedimentos, rol, pacientes, paciente, exame, lista, diagnostico, novos, doencas, medicamentos, inclusao, exames, dia, pessoas, tipo, partir, medicamento, uso, mama, risco, procedimento, novo, tratamentos, remedios, casos, caso, sessoes  \n",
       "4                                                           plano, contrato, empresa, operadora, direito, anos, caso, pagamento, consumidor, beneficiario, valor, lei, dias, tempo, periodo, manter, cancelamento, meses, beneficio, adesao, dois, servico, acordo, mensalidade, cobertura, beneficiarios, condicoes, coletivo, trabalhador, aposentado  \n",
       "5                                                                                  plano, operadoras, empresa, empresas, operadora, atendimento, clientes, amil, unimed, beneficiarios, mercado, rio, mil, milhoes, servicos, grupo, paulo, diretor, acordo, medicos, rede, presidente, anos, ano, hospitais, sistema, informacoes, setor, numero, nota  \n",
       "6                                                                                                hospital, meses, anos, mil, brasil, qualidade, hospitais, sistema, pessoas, ano, populacao, vagas, medico, pais, setor, paulo, medicina, sus, pacientes, paciente, medicos, modelo, numero, atendimento, gestao, alta, servicos, diretor, dados, custo  \n",
       "7                                                                  casos, procedimentos, exames, virus, pacientes, atendimento, exame, doenca, dias, dengue, cirurgia, cancer, mulheres, tratamento, ministerio, paciente, mil, zika, rol, procedimento, diagnostico, lista, teste, acordo, caso, microcefalia, resolucao, dois, operadoras, virus_zika  \n",
       "8                                                              medicos, operadoras, atendimento, plano, medico, consulta, pacientes, hospitais, paulo, servicos, operadora, usuarios, procedimentos, acordo, servico, medicina, anos, exames, paciente, valor, empresas, profissionais, consultas, justica, dias, mil, dia, presidente, pessoas, numero  \n",
       "9                                                                                      lei, plano, anos, sus, projeto, direito, pessoas, atendimento, ministerio, proposta, questao, governo, medico, forma, rio, sistema, tempo, precisa, ministro, presidente, publico, exemplo, relatorio, acao, relator, hospital, trabalho, mercado, valor, grande  \n",
       "10                                                   unimed, atendimento, operadora, unimed_paulistana, clientes, beneficiarios, operadoras, plano, mil, carteira, rio, cooperativa, empresa, sistema, paulo, consumidores, reclamacoes, dias, acordo, milhoes, brasil, medida, usuarios, novos, prazo, central, cooperados, transferencia, manter, dia  \n",
       "11                                                     parto, parto_normal, cesareas, cesarea, hospitais, medicos, medico, brasil, gestante, mulher, mulheres, trabalho, taxa, cesariana, cesarianas, gestantes, pais, medidas, partos, bebe, numero, reduzir, hospital, projeto, ministerio, partos_normais, informacoes, indice, pre_natal, resolucao  \n",
       "12                                                        estado, governo, presidente, paulo, federal, rio, secretaria, secretario, ministerio, ministro, publica, trabalho, gestao, prefeito, prefeitura, ano, brasil, dois, anos, justica, universidade, desenvolvimento, cidade, administracao, tres, lei, minas_gerais, diretor, seguranca, publico  \n",
       "13                                               plano, consumidor, reajuste, operadoras, anos, coletivos, empresas, aumento, individuais, reajustes, contrato, setor, contratos, ano, defesa, idec, operadora, custos, lei, procedimentos, justica, cobertura, precos, pessoas, mensalidades, mercado, inflacao, consumidores, beneficiarios, usuarios  \n",
       "14                                           operadoras, consumidor, reajuste, anos, lei, plano, empresas, defesa, aumento, setor, consumidores, reajustes, contratos, idec, usuarios, beneficiarios, contrato, ano, cobertura, procedimentos, faixa_etaria, individuais, proposta, coletivos, operadora, indice, mercado, reclamacoes, mudanca, custos  \n",
       "15                                                         presidente, diretor, comissao, ministro, decisao, stf, cargo, senado, presidencia, etica, figueiredo, nome, caso, governo, indicacao, advogado, pedido, defesa, republica, interesses, diretoria, gestao, novo, supremo_tribunal_federal, estado, mandato, publica, supremo, acordo, hapvida  \n",
       "16                     valor, plano, reajuste, consumidor, operadoras, procedimentos, caso, mensalidade, contrato, cobranca, ano, indice, contratos, coparticipacao, percentual, beneficiarios, aumento, milhoes, operadora, coparticipacao_franquia, consumidores, pagamento, limite, maximo, procedimento, resolucao, custos, franquia, partir, pagar  \n",
       "17                                                                             empresa, empresas, setor, servicos, consumidor, milhoes, mercado, brasil, rio, produtos, ano, banco, servico, dados, credito, caso, problema, clientes, consumidores, defesa, parte, atendimento, area, sistema, acordo, qualidade, pais, problemas, grande, informacoes  \n",
       "18                                                                                                      mil, beneficiarios, saaºde, ano, vagas, sa, numero, queda, rio, alta, milhoes, aumento, brasil, total, ma, concursos, pessoas, setor, empresas, clientes, mercado, ano_passado, anos, plano, paulo, inflacao, pais, mes, ministerio, comparacao  \n",
       "19                                                              operadoras, sus, milhoes, medicos, atendimento, plano, dados, usuarios, mil, servicos, setor, ano, pessoas, sistema, anos, ressarcimento, procedimentos, beneficiarios, numero, valor, empresas, acordo, pacientes, aumento, mercado, ministro, hospitais, paciente, brasil, ministerio  \n",
       "20                                                                 plano, unimed, consumidor, empresa, atendimento, clientes, operadora, mil, caso, paulo, defesa, consumidores, reajuste, justica, operadoras, hospital, contrato, usuarios, contratos, unimed_paulistana, idec, dias, reclamacoes, lei, dia, decisao, prazo, empresas, procon, acordo  \n",
       "21                                 operadoras, atendimento, suspensao, reclamacoes, mil, monitoramento, empresas, decisao, suspensos, partir, beneficiarios, consumidor, milhoes, analise, medida, venda, numero, lista, cobertura, setor, processo, diretor, comercializacao, fiscalizacao, fenasaude, tres_meses, regulacao, produtos, nota, programa  \n",
       "22                                                                        plano, consumidor, justica, caso, defesa, lei, atendimento, procedimentos, tratamento, medicos, cobertura, contrato, medico, paulo, anos, procedimento, decisao, consumidores, mil, direito, dia, valor, empresa, paciente, resolucao, casos, acordo, orgao, pagar, procon_sp  \n",
       "23                                                    sus, sistema, tratamento, procedimentos, atendimento, publico, recursos, setor, operadoras, servicos, qualidade, medicamentos, acesso, presidente, brasil, cobertura, rol, ministro, pacientes, proposta, medicos, parte, governo, populacao, plano, ministerio, cancer, pessoas, hospitais, pais  \n",
       "24  plano, operadoras, beneficiarios, medico, suspensos, empresarial, registro, adesao, trabalho, enfermaria, unimed, especial, cooperativa, suspensao, total_produtos_beneficiarios, atendimento, global, apartamento, obstetricia, basico, assistencia, lista, nacional_pj_qp, master, executivo, coletivo, assistencia_medica, rio, mil, reclamacoes  \n",
       "25                                                                                               temer, presidente, camara, governo, michel_temer, senado, anos, gastos, ano, bilhoes, teto, lei, deputados, projeto, pec, proposta, delacao, partir, pmdb, votacao, texto, acordo, ministro, inflacao, globo, deputado, aecio, poder, paulo, executivo  \n",
       "26                                                   operadoras, plano, operadora, atendimento, empresas, consumidor, clientes, beneficiarios, dias, empresa, reclamacoes, mil, consumidores, prazo, usuarios, contrato, acordo, caso, numero, medida, contratos, nota, reajuste, medicos, milhoes, decisao, cobertura, servicos, mercado, beneficiario  \n",
       "27                                                                                                   governo, pais, brasil, milhoes, bilhoes, publico, ano, anos, lei, estado, brasileiros, recursos, aumento, sido, exemplo, presidente, agora, sistema, situacao, ministro, crise, fato, publica, dinheiro, direito, fim, federal, forma, porem, nova  \n",
       "28                                                                                               paulo, lula, brasil, pais, stf, pt, presidente, dilma, povo, politicos, corrupcao, agora, dinheiro, justica, janeiro, poder, partido, grande, brasileiros, politico, mundo, republica, mensalao, ministros, nacao, tempo, maioria, politica, mil, anos  \n",
       "29                                                                                                  presidente, governo, ministro, petrobras, pt, pais, caso, etica, paulo, presidencia, politica, dilma, processo, poder, cargo, dilma_rousseff, senado, novo, camara, diretor, meio, dez, lula, dia, republica, projeto, comissao, jose, milhoes, fim  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('media-ans-option4-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num)+1, topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top-3 notícias mais representativas para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "      <th>Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) encerra neste domingo (25) as inscrições do processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. ...</td>\n",
       "      <td>311514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) prorrogou as inscrições do processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. Os salários são R...</td>\n",
       "      <td>316515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) lançou processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. Os salários são R$ 3.800 e R$ 6.130. ...</td>\n",
       "      <td>330496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Grevistas reivindicam manutenção do plano Correios Saúde (Foto: Reprodução/TV Asa Branca) Os funcionários dos Correios de Caruaru, no Agreste de Pernambuco, aderiram a greve por tempo indeterminado deflagrada nesta quarta-feira (29), após assembleia realizada no município e nas cidades de Petro...</td>\n",
       "      <td>911654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9205</td>\n",
       "      <td>Marcelo Lima dos Anjos foi nomeado em junho de 2009 para acompanhar a operação de resgate financeiro da Odontus Cooperativa dos Odontólogos, no Distrito Federal. O fato de Anjos ter sido preso um ano antes sob acusação de estelionato não impediu a sua indicação, aprovada em reunião por todos os...</td>\n",
       "      <td>1995273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9075</td>\n",
       "      <td>Com determinação de greve, cerca de 2.800 servidores dos Correios no Ceará trabalharam nesta sexta-feira (31) no Estado, segundo a diretoria da empresa estatal. O número corresponde a 92% do total de funcionários. Em todo o Brasil, 95,35 do efetivo total de servidores trabalharam nesta sexta. O...</td>\n",
       "      <td>909885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9036</td>\n",
       "      <td>Os funcionários do Correios em Pernambuco decidiram deflagrar greve por tempo indeterminado em assembleia realizada na noite desta quarta-feira (29), na sede do sindicato da categoria, em Santo Amaro, área central do Recife. Os trabalhadores cruzam os braços já partir desta quinta (30). Com iss...</td>\n",
       "      <td>911946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8404</td>\n",
       "      <td>BRASÍLIA - Após 16 dias de greve, o Tribunal Superior do Trabalho (TST) definiu nesta quinta-feira, por unanimidade, em 6,5% o reajuste para os empregados da Empresa Brasileira dos Correios e Telégrafos (ECT). Os funcionários dos Correios voltam ao trabalho a partir desta sexta-feira, de acordo...</td>\n",
       "      <td>1690867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8026</td>\n",
       "      <td>Carteiros querem mudança no horário das entregas, diz sindicato (Foto: Reprodução/TVCA) Pelo menos 150 funcionários dos Correios do Amazonas devem aderir à greve nacional a partir desta quinta-feira (30). A decisão foi tomada durante assembleia realizada na noite desta quarta-feira (29), na Pra...</td>\n",
       "      <td>911909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>SÃO PAULO - Os bancários da Caixa Econômica Federal de São Paulo e os funcionários dos Correios aceitaram na tarde desta quinta-feira o fim das greves. Com isso, voltam a trabalhar nesta sexta-feira. Os funcionários da Caixa na capital paulista, paralisados desde o último dia 18, haviam rejeita...</td>\n",
       "      <td>1690747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.6020</td>\n",
       "      <td>DF tem maior nível de consumo abusivo de álcool do país, aponta estudo Levantamento é da Agência Nacional de Saúde Suplementar (ANS). Pesquisa considera abusivo consumo acima de 4 ou 5 doses em uma mesma ocasião, dentro de 30 dias. Por G1 DF DF tem o maior índice de adultos que consomem bebida ...</td>\n",
       "      <td>4463803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5921</td>\n",
       "      <td>\"Essas radiações serão extraordinariamente fracas, ao ponto de não serem detectadas pelo equipamento normal de mediação\", disse o presidente da ANS, André-Claude Lacoste. Segundo ele, a radiação de Fukushima será de 1 mil a 10 mil vezes menos significante que a radiação que atingiu o país prove...</td>\n",
       "      <td>2029376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5420</td>\n",
       "      <td>ÂNGELO LUIZ MANCINI NETO São Paulo A Agência Nacional de Saúde Suplementar (ANS) informa que é fundamental que o consumidor formalize o mais rapidamente possível uma reclamação na ANS, para que se apure se houve alguma irregularidade. Pode ser pelo Disque ANS (0800 701 9656), pelo Fale Conosco ...</td>\n",
       "      <td>2365861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5118</td>\n",
       "      <td>Um alerta na saúde: o Brasil tem uma cobertura vacinal de adultos que não chega nem perto do desejado. Todas as quatro vacinas recomendadas para pessoas de 20 a 59 anos estão abaixo do considerado ideal. Enquanto isso, o sarampo volta a registrar surtos. No país da Copa, pausa nos jogos, mas nã...</td>\n",
       "      <td>5393768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4905</td>\n",
       "      <td>Leonardo Augusto, Especial para O Estado de São Paulo BELO HORIZONTE - Uma pessoa morreu e duas ficaram feridas na queda de um avião de pequeno porte hoje, 9, em Baependi, região sul de Minas, conforme informações do Corpo de Bombeiros. As três seriam da mesma família. Os nomes das vítimas aind...</td>\n",
       "      <td>4990902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4880</td>\n",
       "      <td>Quando se iniciou na crítica, ainda adolescente, à frente do Correio do Brasil - revista que fundou em Lisboa com apenas 15 anos de idade -, Oliveira Lima talvez pensasse em fazer dessa modesta incursão editorial uma afirmação acadêmica do aluno aplicado que ele sempre foi. Ou, mesmo, em ameniz...</td>\n",
       "      <td>1972752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4383</td>\n",
       "      <td>Tudo definido. A Copa do Mundo avança à próxima fase e já tem desenhados os próximos confrontos nas oitavas de final. Depois de vencer a Inglaterra por 1 a 0, a Bélgica entra no caminho do Brasil rumo ao hexa. Pela 1ª vez em um mundial, o fair play entrou em campo e garantiu a classificação do ...</td>\n",
       "      <td>5381469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4375</td>\n",
       "      <td>Bom dia! O G1 reuniu os principais assuntos desta quinta-feira (20), com o que você precisa saber para começar o dia bem informado. Desemprego O IBGE divulga a taxa de brasileiros sem ocupação em julho. O índice registra alta desde janeiro. O 1º semestre terminou com a taxa de desemprego em 6,9...</td>\n",
       "      <td>374109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4357</td>\n",
       "      <td>À esquerda, a motorista brasiliense Janaíne Barcelos antes de dar início ao processo para fazer cirurgia bariátrica; à direita, depois de perder 41 kg (Foto: Janaíne Barcelos/Arquivo Pessoal) Nesse processo de emagrecimento eu chorei muito. Sou dessas de querer estar perto, de incentivar, de ch...</td>\n",
       "      <td>199343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4158</td>\n",
       "      <td>Jovem de 20 anos com distúrbio mental aguarda há dois anos para fazer cirurgia no cerebro. Um jovem de 20 ans que é morador da cidade de Vitória da Conquista, na região sudoeste da Bahia, e que sofre de distúrbio mental aguarda há mais de dois anos para fazer uma cirurgia no cérebro. A avó do r...</td>\n",
       "      <td>5221844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Para evitar o parto agendado, a ANS (Agência Nacional de Saúde Suplementar) lançou uma campanha contra cesárea eletiva. Desenvolvida em parceria com o hospital Albert Einstein e o IHI (Institute for Healthcare Improvemente), a campanha pede que as mães digam não ao parto agendado. Segundo Marth...</td>\n",
       "      <td>4018828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Publicidade Reduzir a taxa de cesáreas e ao mesmo tempo permitir que o parto seja feito por um médico de confiança da grávida. Esses são os princípios do projeto-piloto implantado inicialmente pelo Hospital Israelita Albert Einstein em parceria com a ANS... Leia post completo no blog</td>\n",
       "      <td>4288573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9377</td>\n",
       "      <td>O dia preferido para se marcar uma cesárea em São Paulo é a segunda-feira. Estudo do professor de estatísticas da saúde da Faculdade de Saúde Pública da USP, Alexandre Chiavegatto Filho, mostra que esse é o dia com maior número de partos cirúrgicos de toda a semana. Por outro lado, o dia com me...</td>\n",
       "      <td>4018817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9276</td>\n",
       "      <td>Bebê nascido em cesárea; a cesariana é um recurso importante para salvar vidas, mas não deve ser feita desnecessariamente (Foto: BBC) Cientistas de 25 países resolveram estudar o impacto da realização de cesarianas em grávidas de gêmeos. O esforço internacional foi motivado pelo aumento do núme...</td>\n",
       "      <td>840489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9263</td>\n",
       "      <td>Publicidade Cientistas de 25 países resolveram estudar o impacto da realização de cesarianas em grávidas de gêmeos. O esforço internacional foi motivado pelo aumento do número de cirurgias agendadas nestes casos em todo o mundo devido à crença de que há um risco maior para a mãe e os bebês quan...</td>\n",
       "      <td>3862293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8984</td>\n",
       "      <td>As férias chegaram e todos querem um tempo para relaxar, viajar e se divertir. Até mesmo seu obstetra, que tem todo direito de descansar. Mas o bebê não precisa seguir a agenda dele ou do restante da família para nascer. Levantamentos mostram que há uma incidência maior de cesáreas agendadas an...</td>\n",
       "      <td>4340228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8579</td>\n",
       "      <td>Publicidade De um lado, gestantes que condenam qualquer pressão ou interferência externa no tipo de parto de seus filhos. De outro, as que referendam a tese de que há uma cultura da cesárea –ou, ainda que não façam questão do parto normal, que rejeitam a antecipação do nascimento. A discussão j...</td>\n",
       "      <td>4273442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8018</td>\n",
       "      <td>Shayane, o marido e os três filhos: o mais novo, Davi, nasceu de parto natural e incentivou a mãe a ajudar outras gestantes (Foto: Reprodução/Facebook/Shayane Machado) Shayane de Melo Machado, de 32 anos, é mãe de três filhos. O filho mais novo, Davi, nasceu há pouco mais de três anos e mudou a...</td>\n",
       "      <td>5271269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.7944</td>\n",
       "      <td>Publicidade A divulgação das novas regras em relação ao parto por cesárea voltou a dividir parte de quem atua no setor. Enquanto representantes de associações de obstetras elogiam a medida, movimentos que defendem o parto normal questionam o fato de as medidas serem voltadas apenas ao parto cir...</td>\n",
       "      <td>4273441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.7938</td>\n",
       "      <td>A funcionária pública Damaris Carvalho, 36, nasceu de um parto violento. Sua mãe sofreu com muitas intervenções desnecessárias. Por isso, ela achava que a forma mais segura de dar à luz era pela cesárea. Até que ela assistiu ao trailer do documentário “O Renascimento do Parto”. “Nasci em um par...</td>\n",
       "      <td>4273391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>José Carlos de Souza Abrahão, diretor-presidente da ANS. anunciou novo rol de procedimentos dos planos de saúde no dia 28 de outubro (Foto: Káthia Mello/G1) A partir deste sábado (2), os planos de saúde terão, obrigatoriamente, de cobrir 21 novos procedimentos, entre eles o teste rápido para de...</td>\n",
       "      <td>251524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde (ANS) divulgou na quarta-feira (28), uma nova lista de procedimentos que deverão ter cobertura obrigatória pelos planos de saúde em 2016. Foram acrescentados 21 procedimentos em relação à última lista, entre eles o teste rápido para dengue (o exame atualmente disponí...</td>\n",
       "      <td>251284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>José Carlos de Souza Abrahão, diretor-presidente da ANS. anunciou novo rol de procedimentos dos planos de saúde nesta quarta-feira (28) (Foto: Káthia Mello/G1) A Agência Nacional de Saúde (ANS) divulgou nesta quarta-feira (28), uma nova lista de procedimentos que deverão ter cobertura obrigatór...</td>\n",
       "      <td>307953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9413</td>\n",
       "      <td>A regra vale para beneficiários de planos de saúde individuais e coletivos e representa cobertura obrigatória para novos procedimentos. Segundo a ANS, a medida beneficia 42,5 milhões de consumidores com planos de saúde de assistência médica e outros 18,7 milhões consumidores com planos exclusiv...</td>\n",
       "      <td>1513876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.8789</td>\n",
       "      <td>BRASÍLIA - O Ministério da Saúde e a Agência Nacional de Saúde Suplementar (ANS) anunciaram nesta segunda-feira, 21, um novo rol de cobertura que deve ser oferecido pelos planos de saúde. Beneficiários terão direito a mais 87 procedimentos, incluindo 37 medicamentos orais para o tratamento domi...</td>\n",
       "      <td>1513877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.7653</td>\n",
       "      <td>A partir de hoje os planos de saúde serão obrigados a cobrir 21 novos procedimentos, entre eles o teste rápido para diagnosticar dengue. Além disso, houve a ampliação do número de consultas com fonoaudiólogo, nutricionistas, fisioterapeutas e psicoterapeutas, por exemplo. Segundo a Agência Naci...</td>\n",
       "      <td>1252167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.7515</td>\n",
       "      <td>Publicidade As operadoras de planos de saúde serão obrigadas a cobrir o teste rápido para o vírus da dengue a partir de janeiro de 2016. O exame oferecido pelas empresas atualmente leva sete dias. O resultado do teste rápido sai em até 24 horas. Boletim divulgado pelo Ministério da Saúde aponta...</td>\n",
       "      <td>4281211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.7481</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) atualizou a lista de procedimentos que devem ser oferecidos pelos planos de saúde. Pela primeira vez, foi incluído um medicamento para tratamento de esclerose múltipla, e também foi ampliada a lista de remédios contra o câncer. As novas regras entra...</td>\n",
       "      <td>4944263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.6945</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) publica nesta quinta-feira, dia 12, uma nota técnica com normas para garantir a cobertura de exames genéticos pelos planos de saúde. Um dos exames contemplados é a análise dos genes BRCA 1 e BRCA 2, que aumentam o risco de câncer de mama. A alteraçã...</td>\n",
       "      <td>1493885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.6741</td>\n",
       "      <td>EXTRA Tamanho do texto A Agência Nacional de Saúde (ANS) divulgou, nesta quarta-feira, uma novo rol de procedimentos médicos e laboratoriais que deverão ter cobertura obrigatória dos planos de saúde, a partir de 2016. À última lista divulgada, foram acrescentados 21 itens, incluindo o teste ráp...</td>\n",
       "      <td>3787722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) publicou nesta sexta-feira, 25, no Diário Oficial da União resolução que regulamenta a lei que trata dos planos de saúde e assegura aos desempregados (demitidos ou exonerados sem justa causa) e aposentados a manutenção temporária de assis...</td>\n",
       "      <td>1871063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Quem tem direito a manter o plano de saúde? Empregados demitidos sem justa causa e aposentados que tenham contribuído com o plano empresarial. Para que planos valem as regras? Para todos os planos contratados a partir de janeiro de 1999 ou adaptados à lei 9656 de 1998. Há alguma condição para a...</td>\n",
       "      <td>1871060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.8592</td>\n",
       "      <td>Os aposentados e demitidos sem justa causa têm direito à manutenção do plano de saúde, desde que cumpra os requisitos previstos na Lei 9.656/98 e que assuma o pagamento integral da mensalidade. DIREITO DOS APOSENTADOS A manutenção do plano de saúde aos aposentados é de extrema importância, pois...</td>\n",
       "      <td>5022330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.8580</td>\n",
       "      <td>Dos males, o menor. Em um ano em que o desemprego aumentou significativamente e já atinge cerca de 11 milhões de brasileiros, saiba que em caso de demissão sem justa causa o ex-empregado pode manter o plano de saúde empresarial, desde que passe a arcar com o pagamento integral do serviço. Exerc...</td>\n",
       "      <td>1210815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.8536</td>\n",
       "      <td>Publicidade A Câmara dos Deputados aprovou nesta quinta-feira (27) projeto que cria o VGBL-Saúde, seguro com cobertura de sobrevivência —ou seja, que é pago em vida— que permite ao trabalhador usar os recursos acumulados e usar em despesas com saúde. O projeto, de autoria do deputado Lucas Verg...</td>\n",
       "      <td>3898118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.8458</td>\n",
       "      <td>Demitidos e aposentados passam agora a ter garantidas as mesmas condições do plano de saúde empresarial que tinham durante o contrato de trabalho. A regra é da Agência Nacional de Saúde Suplementar (ANS) e foi publicada nessa sexta-feira, 25. Para ter direito ao beneficio, o ex-empregado deverá...</td>\n",
       "      <td>1871019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.7976</td>\n",
       "      <td>Agência Nacional de Saúde quer acabar com ruídos na comunicação entre beneficiário e operadora de plano de saúdeWILSON DIAS-ABR Resolução Normativa da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (11) no Diário Oficial da União regulamenta pedido de cancelamento de contrato de pla...</td>\n",
       "      <td>4217898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.7906</td>\n",
       "      <td>Extra Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) divulgou uma cartilha com informações para os consumidores que desejam manter o plano de saúde oferecido pela empresa na aposentadoria ou nos casos de demissão sem justa causa. A cartilha, disponível no site da agência regulad...</td>\n",
       "      <td>3780258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.7630</td>\n",
       "      <td>- Arquivo RIO — A Comissão de Assuntos Sociais (CAS), analisará, de forma terminativa, projeto que assegura ao beneficiário de plano de saúde decorrente de vínculo empregatício a manutenção do benefício, após a aposentadoria, independentemente do período de permanência no emprego, desde que pas...</td>\n",
       "      <td>5038661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.7553</td>\n",
       "      <td>- Arquivo RIO — Um funcionário que trabalhe por dez anos em uma empresa e esteja para se aposentar pode ter o direito de continuar como beneficiário de plano de saúde coletivo, isento de carência, nas mesmas condições da cobertura assistencial e de preço per capita do contrato empresarial. Para...</td>\n",
       "      <td>5048586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Amil, que ficou em 1º lugar no ranking do Procon-SP de reclamações contra planos de saúde, informou que 82% das solicitações feitas pelos seus clientes foram \"finalizadas positivamente\". Em nota, a empresa explica que sobre o ranking realizado pela Fundação Procon-SP, considerando um total de...</td>\n",
       "      <td>1729893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Porto Seguro vende carteira de clientes individuais de saúde para Amil A Porto Seguro vendeu a carteira de apólices de seguro saúde de clientes individuais para a Amil Assistência Médica Internacional. Segundo fato relevante, a companhia obteve hoje autorização da Agência Nacional de Saúde Supl...</td>\n",
       "      <td>2782456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Uniodonto Sorocaba, cooperativa líder no segmento de planos odontológicos, firmou parceria com a Unimed Itapetininga, em março deste ano. Com essa novidade, o beneficiário pode escolher entre planos odontológicos e agora também contratar juntamente o plano médico – aumentando o leque de possi...</td>\n",
       "      <td>5234240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Uniodonto Sorocaba, cooperativa líder no segmento de planos odontológicos, firmou parceria com a Unimed Itapetininga, em março deste ano. Com essa novidade, o beneficiário pode escolher entre planos odontológicos e agora também contratar juntamente o plano médico – aumentando o leque de possi...</td>\n",
       "      <td>5234238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>\"A Amil apoia e defende iniciativas que contribuam positivamente para o aperfeiçoamento do sistema de saúde como um todo e que proporcionam melhorias no acesso e na qualidade do atendimento aos clientes.\" A companhia, entretanto, diz lamentar o fato de não ser considerado o número de clientes v...</td>\n",
       "      <td>1729883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃO PAULO - A americana UnitedHealth Group (UHG)anunciou nesta segunda-feira a compra da operadora de planos de saúde Amil, em um negócio que pode chegar a R$ 9,92 bilhões. A empresa vai pagar R$ 6,5 bilhões pelos 58,9% que estão nas mãos dos controladoras da companhia: o fundador Edson Bueno e...</td>\n",
       "      <td>1683775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Porto Seguro vende carteira de clientes para Amil A Porto Seguro vendeu a carteira de apólices de seguro saúde de clientes individuais para a Amil Assistência Médica Internacional. Segundo fato relevante, a companhia obteve nesta terça-feira autorização da Agência Nacional de Saúde Suplementar ...</td>\n",
       "      <td>2782418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9861</td>\n",
       "      <td>A americana UnitedHealth Group (UHG)anunciou ontem a compra da operadora de planos de saúde Amil, em um negócio que pode chegar a R$ 9,92 bilhões. A empresa vai pagar R$ 6,5 bilhões pelos 58,9% que estão nas mãos dos controladoras da companhia: o fundador Edson Bueno e sua sócia e ex-esposa, Du...</td>\n",
       "      <td>1683219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>SÃO PAULO - A Amil Participações anunciou nesta quarta-feira, 21, a compra do grupo Hospitais Privados de Portugal (HPP) por 85,6 milhões de euros, incluindo dívida. O acordo, firmado com a Caixa Seguros e Saúde, controladora do HPP, prevê acréscimo potencial de 6 milhões de euros no valor da a...</td>\n",
       "      <td>1657623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.8903</td>\n",
       "      <td>O contrato estabelece que o valor de aquisição das ações ordinárias a ser pago pela UHG pelas ações da JPL foi fixado em R$ 6.498.296.350,28, equivalente a R$ 7,917426 por ação ordinária da JPL e R$ 30,75000 por ação ordinária de emissão da Amilpar, representando um valor de mercado para a Amil...</td>\n",
       "      <td>1683979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O SineBahia divulgou as vagas de emprego para esta quarta-feira (17) em Salvador e Lauro de Freitas. Na capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de atendimento é das 7h às 17h. As...</td>\n",
       "      <td>603935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O SineBahia divulgou as vagas de emprego para esta quinta-feira (18) em Salvador e Lauro de Freitas. Na capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de atendimento é das 7h às 17h. As...</td>\n",
       "      <td>602712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Agência Nacional de Saúde Suplementar (ANS) Inscrições Até 21 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) encerra neste domingo (21) as inscrições do processo seletivo para 200 vagas temporárias de nível mé...</td>\n",
       "      <td>1130099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Agência Nacional de Saúde Suplementar (ANS) Inscrições De 2 a 16 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) abre nesta terça-feira (2) as inscrições do processo seletivo para 200 vagas temporárias de nível...</td>\n",
       "      <td>1153667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9818</td>\n",
       "      <td>O SineBahia divulgou as vagas de emprego para esta terça-feira (16) em Salvador e Lauro de Freitas, na região metropolitana. No caso da capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de...</td>\n",
       "      <td>604985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9477</td>\n",
       "      <td>Agência Nacional de Saúde Suplementar (ANS) Inscrições Até 21 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) prorrogou as inscrições do processo seletivo para 200 vagas temporárias de nível médio e superior. O...</td>\n",
       "      <td>1140314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.7968</td>\n",
       "      <td>Hospital Regional de Santarém é referência para mais de 1,1 milhão de pessoas dos 20 municípios do oeste do Pará (Foto: Geovane Brito/G1) O Hospital Regional do Baixo Amazonas (HRBA) foi eleito o melhor hospital público das regiões norte e nordeste do Brasil, na categoria “Instituição do Ano - ...</td>\n",
       "      <td>46849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.7836</td>\n",
       "      <td>Segundo ele, os primeiros seis meses comprovaram a desaceleração no ritmo de crescimento dos planos de saúde, que vinha sendo notada no ano passado. Dados da Agência Nacional de Saúde (ANS) mostram que os planos de assistência médica alcançaram 49,2 milhões de beneficiários em junho, cresciment...</td>\n",
       "      <td>1526372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.7095</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) divulgou hoje (20) os resultados do Programa de Qualificação dos Prestadores de Serviços de Saúde (Qualiss). A partir de agora, beneficiários de planos de saúde e demais interessados podem consultar no site da reguladora hospitais, clínicas, laborat...</td>\n",
       "      <td>4570910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6906</td>\n",
       "      <td>Hospital Regional do Baixo Amazonas em Santarém (Foto: Adonias Silva/G1) A Agência Nacional de Saúde Suplementar (ANS) publicou os nomes dos hospitais que possuem os mais altos padrões de qualidade no atendimento fornecido à população. A lista contempla 133 hospitais, sendo que apenas três estã...</td>\n",
       "      <td>153245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade A ANS (Agência Nacional de Saúde Suplementar) tornou obrigatória a cobertura de testes pelos planos de saúde na detecção de anticorpos do vírus da zika, transmitido pelo mosquito Aedes aegypti. Os exames, segundo a agência, deverão ser assegurados para gestantes, bebês filhos de mãe...</td>\n",
       "      <td>4273976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Imagem de micrografia eletrônica de transmissão colorida digitalmente mostra o vírus da zika; na imagem colorida digitalmente, o vírus é representado pelos pontos vermelhos (Foto: CDC/Cynthia Goldsmith) Os testes para diagnosticar a infecção pelo vírus da zika passarão a ter cobertura obrigatór...</td>\n",
       "      <td>111453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde incluiu 21 novos procedimentos e remédios na cobertura obrigatória dos planos de saúde. Os planos serão obrigados a pagar, por exemplo, o teste rápido da dengue que dá o resultado em 24 horas. Outra novidade é o implante de cardiodesfibrilador. É como se fosse um mar...</td>\n",
       "      <td>307640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Unidades de saúde da rede pública da cidade de São Paulovão passar a oferecer, na segunda-feira (18), o teste rápido para detectar a dengue. O resultado, que demorava dias para sair no modelo de teste anterior, agora vai ficar pronto em 20 minutos. Os dispositivos do teste são parecidos com os ...</td>\n",
       "      <td>239203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Para fazer o teste rápido de detecção da dengue, o paciente terá o sangue coletado como num exame de sangue tradicional, não sendo necessário ficar em jejumArquivo/Agência Brasil A rede pública municipal de saúde começa hoje (18) a fazer testes rápidos – os resultados ficam prontos em 20 minuto...</td>\n",
       "      <td>3254462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Imagem de micrografia eletrônica de transmissão colorida digitalmente mostra o vírus da zika; na imagem colorida digitalmente, o vírus é representado pelos pontos vermelhos (Foto: CDC/Cynthia Goldsmith) Os testes para diagnosticar a infecção pelo vírus da zika passam a ter cobertura obrigatória...</td>\n",
       "      <td>84371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Teste rápido para detecção do vírus ZikaSayonara Moreno/Agência Brasil Saiba Mais CORREÇÃO: ANS regulamenta cobertura de testes do vírus Zika por planos de saúde A partir de hoje (6), os planos de saúde terão que cobrir obrigatoriamente três exames de detecção do vírus Zika para públicos especí...</td>\n",
       "      <td>3243356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os planos de saúde terão de fazer a cobertura de três exames para detecção do vírus da zika a partir desta quarta-feira, 6. A inclusão dos testes foi determinada pela Agência Nacional de Saúde Suplementar (ANS), que deu um prazo de um mês para que a incorporação fosse realizada. Inicialmente, a...</td>\n",
       "      <td>1204236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A partir da próxima quarta-feira (6), os planos de saúde terão que cobrir obrigatoriamente três exames de detecção do vírus Zika. Os procedimentos deverão ser disponibilizados para gestantes, bebês filhos de mães com diagnóstico de infecção pelo vírus, bem como aos recém-nascidos com malformaçã...</td>\n",
       "      <td>3243510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - A partir de 6 de julho, os planos de saúde estarão obrigados a oferecer aos seus clientes três exames para detecção do vírus zika. A determinação consta de norma da Agência Nacional de Saúde Suplementar (ANS) publicada no Diário Oficial da União desta segunda-feira, 6. A agência estabelec...</td>\n",
       "      <td>1212740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃO PAULO - A superlotação no pronto atendimento e a demora para consultas médicas estão entre os principais problemas apontados por usuários de plano de saúde no Estado de São Paulo. Segundo pesquisa Datafolha divulgada nesta quinta-feira, 1º, 84% dos entrevistados que usaram o serviço nos últ...</td>\n",
       "      <td>1273987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Médicos de todo País que atendem planos de saúde fazem hoje protestos pelo reajuste da remuneração por consulta. Em 12 Estados, o movimento prevê a suspensão por até 24 horas de consultas e cirurgias que não são consideradas de urgência e emergência. Em São Paulo, uma manifestação está programa...</td>\n",
       "      <td>1785199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Esta é a terceira vez em um ano que médicos conveniados a planos de saúde protestam contra baixos vencimentos e condições inadequadas de trabalho. No Rio, representantes do Conselho Federal de Medicina deverão entregar à Agência Nacional de Saúde Suplementar um documento com quinze reivindicaçõ...</td>\n",
       "      <td>1785423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os clientes de planos de saúde vão ganhar mais rapidez na aprovação de procedimentos cirúrgicos e na liberação de autorizações para exames médicos. A Agência Nacional de Saúde Suplementar (ANS) vai unificar nomes, códigos dos pedidos dos procedimentos médicos e modelos das guias a serem preench...</td>\n",
       "      <td>2482051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANS decreta liquidação de 4 planos de saúde A Agência Nacional de Saúde Suplementar (ANS) decretou hoje a liqüidação extrajudicial de quatro operadoras de planos de saúde: a mineira Clideme Assistência Médica-Dentária S/C Ltda. e as capixabas MJA - Assistência Médica Ltda., AMEP Assistência Méd...</td>\n",
       "      <td>3040705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>ANS multa dez planos de saúde A Agência Nacional de Saúde Suplementar (ANS) liquidou extrajudicialmente o Plano de Assistência Médica Miller (RJ), e multou outros dez. Proclin Saúde, Unimed, Golden Cross, Secovimed. SST Odonto e MJA Assistência Médica receberam até R$ 50 mil em multas por atend...</td>\n",
       "      <td>3083103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9300</td>\n",
       "      <td>A conclusão é de um levantamento que vem sendo preparado pela Associação de Obstetrícia e Ginecologia do Estado de São Paulo (Sogesp) desde 2010, para o qual foram coletados dados de 44 planos de saúde. O procedimento com o valor mais defasado, segundo o estudo, é a retirada de útero (histerect...</td>\n",
       "      <td>1647500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9251</td>\n",
       "      <td>Planos de saúde chegam a pagar apenas R$ 25,20 por consultas com ginecologistas e obstetras no Estado de São Paulo. O valor adequado seria R$ 60, de acordo com a Classificação Brasileira Hierarquizada de Procedimentos Médicos (CBHPM) de 2010. Pela retirada de um nódulo mamário, médicos recebem ...</td>\n",
       "      <td>1647619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>Citada em todas as sete categorias, a Caixa de Assistência dos Funcionários do Banco do Brasil (Cassi) se destacou como a operadora que mais interfere na autonomia do médico. A Amil, mencionada em cinco aspectos, é a segunda marca com maior presença. Bradesco Saúde é lembrado entre os planos qu...</td>\n",
       "      <td>2094856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9105</td>\n",
       "      <td>A pesquisa, do Datafolha, entrevistou 804 paulistas que usaram seus planos de saúde nos últimos 24 meses - e 77% relataram alguma dificuldade no atendimento. Em média, cada um teve quatro problemas distintos. \"Esse porcentual é inaceitável para um sistema em que o atendimento é pago\", afirma Fl...</td>\n",
       "      <td>1716324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.7534</td>\n",
       "      <td>O tema será levado à câmara técnica da Agência Nacional de Saúde (ANS), informou hoje o presidente da Abramge, Arlindo de Almeida, no encerramento do 15º congresso da entidade, realizado no Rio de Janeiro. \"Eu sou favorável a oferecer vantagens aos pacientes que, por exemplo, não fumem\", defend...</td>\n",
       "      <td>2165170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.7187</td>\n",
       "      <td>Relator da proposta, o senador Romero Jucá (PMDB-RR) anunciou um acordo para resolver questões que geraram impasse e vinham impedindo a votação do relatório. \"Estamos retirando do cálculo da saúde o saneamento, o Programa Academia de Saúde, a Agência Nacional de Saúde (ANS) e os gastos com resí...</td>\n",
       "      <td>1640825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.6049</td>\n",
       "      <td>A Associação Brasileira de Medicina de Grupo (Abramge) vai propor a criação de planos de saúde de acordo com o perfil do consumidor. A ideia é oferecer incentivos - como desconto ou uma espécie de premiação - às pessoas que têm hábitos saudáveis. O tema será levado à câmara técnica da Agência N...</td>\n",
       "      <td>2165001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5980</td>\n",
       "      <td>Sem que o orçamento seja votado no Congresso, o governo começa o ano sem poder iniciar novos investimentos. Dessa forma, só poderão ser executadas despesas obrigatórias, gastos limitados a 1/12 do que determina a Lei de Diretrizes Orçamentária (LDO), enviada em agosto. Os investimentos não vão ...</td>\n",
       "      <td>1640734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5632</td>\n",
       "      <td>Diante da perspectiva de começar o próximo ano sem Orçamento, lideranças governistas articulavam uma saída regimental: mesmo após iniciado o recesso, na próxima semana, a matéria seria votada na Comissão Representativa, que é uma espécie de plantão do Legislativo, composto por nove senadores e ...</td>\n",
       "      <td>1640660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5526</td>\n",
       "      <td>O plenário do Supremo Tribunal Federal (STF) decidiu, nesta quarta-feira (07), manter a constitucionalidade do ressarcimento das operadoras de planos de saúde ao Sistema Único de Saúde (SUS) por atendimento prestado a clientes dessas empresas. Na prática, o julgamento de hoje mantém as atuais n...</td>\n",
       "      <td>5075331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5526</td>\n",
       "      <td>O plenário do Supremo Tribunal Federal (STF) decidiu, nesta quarta-feira (07), manter a constitucionalidade do ressarcimento das operadoras de planos de saúde ao Sistema Único de Saúde (SUS) por atendimento prestado a clientes dessas empresas. Na prática, o julgamento de hoje mantém as atuais n...</td>\n",
       "      <td>5075355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5333</td>\n",
       "      <td>MP dos planos de saúde é debatida hoje O governo tenta hoje convencer a opinião pública de que as mudanças propostas na regulamentação de planos de saúde não prejudicam o consumidor. No Senado Federal, com a presença do ministro da Saúde, José Serra, de representantes de entidades de defesa do ...</td>\n",
       "      <td>3088252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5274</td>\n",
       "      <td>O promotor Carlos Barbosa diz que é prematuro falar sobre a ação, mas que as denúncias podem até levar ao fechamento de planos. \"Cabe à ANS fiscalizar. Não faltam leis para punir, falta atuação mais enérgica dessa entidade\", diz o promotor. \"O MP pode atuar se houver demandas coletivas.\" A cent...</td>\n",
       "      <td>1716321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.5223</td>\n",
       "      <td>Preço. Valor proporcional a cobertura - Monica Imbuzeiro / Monica Imbuzeiro RIO - Em entrevista ao GLOBO, o ministro da Saúde, Ricardo Barros, acredita que o Código de Defesa do Consumidor (CDC) deve, sim, ser usado como referência na relação entre planos e pacientes, ao contrário do que prevê ...</td>\n",
       "      <td>4800126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Fundação Procon-SP, órgão vinculado à Secretaria da Justiça e da Defesa da Cidadania do Estado de São Paulo, registrou 477 atendimentos referentes à Unimed Paulistana entre quinta (3) e sexta-feira (4). Na quinta, a Agência Nacional de Saúde Suplementar (ANS) A Unimed Paulistana assinou termo...</td>\n",
       "      <td>358418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) vai prorrogar por mais 60 dias o prazo para os clientes da Unimed Paulistana fazerem a portabilidade extraordinária para outros planos de saúde. A prorrogação será publicada no Diário Oficial da União desta quarta-feira (18). Além de mais tempo para...</td>\n",
       "      <td>289720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>- O Globo / Custódio Coimbra/15-07-2016 RIO - Sob direção fiscal da Agência Nacional de Saúde Suplementar (ANS) há dois anos e sob risco de ser liquidada, a Unimed-Rio corre contra tempo para reequilibrar as finanças e manter suas atividades. O destino da cooperativa de saúde carioca será decid...</td>\n",
       "      <td>4331683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) vai suspender, a partir do dia 4 de março, a venda de 46 planos de saúde por reclamações de beneficiários relativas à cobertura. As principais queixas são negativa de cobertura e demora no atendimento. Os planos suspensos têm juntos 314,3 mil benefi...</td>\n",
       "      <td>3251940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>No primeiro trimestre deste ano, a ANS registrou 14.537 reclamações de natureza assistencial -Arquivo/Agência Brasil A partir de hoje ( 9), está suspensa a comercialização de 38 planos de saúde de 14 operadoras, por causa de reclamações, recebidas no primeiro trimestre deste ano, relativas à co...</td>\n",
       "      <td>4678896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A resolução da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (9) no Diário Oficial da União suspende a venda de planos de saúde e outros produtos de quatro operadoras: Unimed de Paulo Afonso Cooperativa de Trabalho Médico; Uniodonto Teresópolis - Cooperativa Odontológica; Sociedade...</td>\n",
       "      <td>3272125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Extra Tamanho do texto Começa a valer, nesta sexta-feira, a suspensão da venda de 38 planos de saúde de 14 operadoras. A medida da Agência Nacional de Saúde Suplementar (ANS) foi tomada após reclamações de consumidores sobre problemas com cobertura assistencial, como negativas e demora no atend...</td>\n",
       "      <td>4677226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>11h40 Começa a valer, nesta sexta-feira, a suspensão da venda de 38 planos de saúde de 14 operadoras. A medida da Agência Nacional de Saúde Suplementar (ANS) foi tomada após reclamações de consumidores sobre problemas com cobertura assistencial, como negativas e demora no atendimento. Os 739.24...</td>\n",
       "      <td>4677215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Complementar (ANS) ampliou em 15 dias o prazo para que a Unimed Paulistana transfira seus beneficiários para as operadoras Unimed Fesp, Unimed Seguros e Central Nacional Unimed. A informação foi divulgada no Diário Oficial da União desta sexta-feira (15). Em novembro...</td>\n",
       "      <td>239944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde proibiu a Unimed de Taubaté de comercializar novos planos e determinou a transferência dos clientes da empresa para outra operadora. A decisão foi publicada no Diário Oficial nesta sexta-feira (11). O documento afirma que a Unimed deve promover a alienação da carteir...</td>\n",
       "      <td>267573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Após um ano, os hospitais participantes do projeto parto adequado elevaram a taxa de parto normal de 22% para 31%. Desenvolvido pela ANS (Agência Nacional de Saúde Suplementar) em parceria com o hospital Albert Einstein e o IHI (Institute for Healthcare Improvement , o projeto quer reduzir o nú...</td>\n",
       "      <td>4276156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade A ANS (Agência Nacional de Saúde Suplementar) apresentou nesta terça-feira o primeiro balanço do projeto adequado, que visa reduzir a taxa de cesárea dos hospitais participantes. De acordo com esse primeiro resultado, a taxa média de parto normal nas instituições ... Leia post compl...</td>\n",
       "      <td>4281235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A ANS (Agência Nacional de Saúde Suplementar) apresentou nesta terça-feira o primeiro balanço do projeto parto adequado, que visa reduzir a taxa de cesárea dos hospitais participantes. De acordo com esse primeiro resultado, a taxa média de parto normal nas instituições participantes passou de 1...</td>\n",
       "      <td>4018863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Publicidade Entra em vigor nesta segunda a resolução da ANS (Agência Nacional de Saúde Suplementar) que determina que as operadoras de saúde informem as taxas de cesárea e de parto normal de seus médicos credenciados. Também deverão ser informadas as taxas ... Leia post completo no blog</td>\n",
       "      <td>4284215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Publicidade As novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal entram em vigor em 6 de julho. Publicada em janeiro, a resolução 368 determina que o partograma passa a ser \"parte integrante do processo de pagamento do parto\". ... Leia post completo no blog</td>\n",
       "      <td>4284949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Publicidade Começam a valer a partir desta segunda-feira as novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal. Com o objetivo de reduzir as cesarianas desnecessárias, as regras determinam que as operadores passem a divulgar os ... Leia post completo no blog</td>\n",
       "      <td>4284211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Pagamento O partograma será parte do procedimento de pagamento pelo parto. Em casos de cirurgia eletiva, o relatório deve ser acompanhado pelo Termo de Consentimento Livre e Esclarecido assinado pela solicitante.</td>\n",
       "      <td>1294968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.8444</td>\n",
       "      <td>As novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal entram em vigor em 6 de julho. Publicada em janeiro, a resolução 368 determina que o partograma passa a ser “parte integrante do processo de pagamento do parto”. Muita gente entendeu que essa regra acaba...</td>\n",
       "      <td>4018982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.8415</td>\n",
       "      <td>A ANS (Agência Nacional de Saúde Suplementar) encaminhou aos hospitais participantes do Projeto Parto Adequado uma política de agendamento de cesarianas eletivas, ou seja, aquelas feitas a pedido da gestante. O documento está em linha com resolução do CFM (Conselho Federal de Medicina), que det...</td>\n",
       "      <td>4272790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.8228</td>\n",
       "      <td>A proporção de cesáreas entre os partos realizados pelas pacientes dos convênios médicos ficou em 84,6% em 2015, segundo dados do mapa assistencial divulgado pela ANS (Agência Nacional de Saúde Suplementar). Esse percentual é ligeiramente menor que a taxa de 2014, que era de 85,6%. Apesar do mo...</td>\n",
       "      <td>4272642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.9794</td>\n",
       "      <td>Fernando Pimentel e vice comemoram vitória em outubro (Foto: Douglas Magno/Estadão Conteúdo) Entre os anunciados pelo governador eleito de Minas Gerais, Fernando Pimentel (PT), como integrantes do secretariado, está o empresário Altamir Rôso representando Uberaba. A nova composição do secretari...</td>\n",
       "      <td>591747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.9473</td>\n",
       "      <td>Fernando Pimentel e vice comemoram vitória em outubro (Foto: Douglas Magno/Estadão Conteúdo) O governador eleito de Minas Gerais, Fernando Pimentel (PT), anunciou nesta terça-feira (3) por meio de nota os nomes que vão compor o secretariado e indicou nomes para a presidência das estatais e do C...</td>\n",
       "      <td>592509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.7996</td>\n",
       "      <td>O controlador-geral do município de São Paulo, Mário Vinícius Spinelli, aceitou o convite de Fernando Pimentel (PT) para assumir o mesmo cargo no governo de Minas Gerais. Pimentel toma posse nesta quinta (1º), no lugar do grupo do tucano Aécio Neves, que comandou o Estado por 12 anos. Spinelli ...</td>\n",
       "      <td>3836070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5533</td>\n",
       "      <td>Uma auditoria do Tribunal de Contas da União mostrou que o atraso na indicação dos diretores das agências reguladores pode comprometer a qualidade do serviço prestado ao consumidor. Algumas decisões importantes podem ser adiadas justamente porque a diretoria não está completa. Agora o Tribunal ...</td>\n",
       "      <td>487196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5387</td>\n",
       "      <td>qui, 23/01/14 por Gerson Camarotti | Reforma ministerial categoria Governo Dilma A partir de sua posse no Ministério da Saúde, prevista para o início de fevereiro, Arthur Chioro terá total autonomia da presidente Dilma Rousseff para montar sua equipe, conforme apurou a repórter do G1 Juliana Br...</td>\n",
       "      <td>918135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5150</td>\n",
       "      <td>Abandono do cinto é o abandono do amor próprio Motorista que não usa cinto está fazendo algo que pode colocar em risco a própria segurança e a segurança dos outros, afirma comentarista. Veja o comentário no vídeo ao lado Mínimo que se espera é que ANS encontre respostas Levantamento feito pelo ...</td>\n",
       "      <td>743895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.4846</td>\n",
       "      <td>O Ministério Público de Sorocaba (SP) informou que o relatório com o resultado da auditoria realizada na Santa Casa da cidade vai ser enviado à promotoria criminal. Da prefeitura, também será cobrada uma atitude efetiva em relação às irregularidades. \"A primeira providência vai ser o encaminham...</td>\n",
       "      <td>620191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.4702</td>\n",
       "      <td>No 1º encontro oficial entre Trump e Putin, os presidentes dos EUA e da Rússia ficaram lado a lado e negaram conluio para interferir na eleição norte-americana . O discurso afinado dos dois provocou um onda de críticas a Trump dentro dos EUA . Para adversários políticos e analistas, o president...</td>\n",
       "      <td>5411311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.4652</td>\n",
       "      <td>Publicidade A Folha realiza nos dias 14 e 15 de junho (terça e quarta-feira) o Fórum Saúde em Tempo de Recessão, que debaterá as perspectivas para a área da saúde neste momento de crise econômica no país. Conheça os participantes do seminário. * Bruno Santos/Folhapress Alexandre Padilha Secretá...</td>\n",
       "      <td>4273927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.4505</td>\n",
       "      <td>Durante apresentação das diretrizes de seu programa de governo, a segunda versão do que deve ser o programa de governo do PV, Marina falou de propostas que vão desde a criação de uma inspetoria nacional de direitos humanos ao cadastro único dos programas sociais. Segundo a candidata, a ideia nã...</td>\n",
       "      <td>2181331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade Diferentemente do informado em Plano de saúde sobe acima da inflação há dez anos seguidos, diz IBGE (Mercado, 16/01/2014, 3h), o reajuste concedido pela ANS (Agência Nacional de Saúde Suplementar) acima do IPCA aos planos de saúde ocorreu de 2004 a 2007 e de 2009 a 2013, e não desde...</td>\n",
       "      <td>3921990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Extra Tamanho do texto O reajuste anual dos planos de saúde coletivos para empresas com menos de 30 beneficiários deve ser calculado pelas operadoras com base no agrupamento desses contratos, aplicando o mesmo percentual para todos. O entendimento é da Terceira Turma do Superior Tribunal de Jus...</td>\n",
       "      <td>5221212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os planos de saúde coletivos tiveram aumentos de até 73% em um ano, de acordo com um levantamento feito pelo Instituto Brasileiro de Defesa do Consumidor (Idec). Nove em cada dez planos reajustaram as mensalidades com índices acima da inflação no último ano. A média de reajustes foi de 11%, enq...</td>\n",
       "      <td>747987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - O reajuste anual dos planos de saúde coletivos para empresas com menos de 30 beneficiários deve ser calculado pelas operadoras com base no agrupamento desses contratos, aplicando o mesmo percentual para todos. O entendimento é da Terceira Turma do Superior Tribunal de Justiça (STJ), com b...</td>\n",
       "      <td>5221308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Entidades de defesa do consumidor e representantes das empresas de saúde suplementar concordam que a adesão ao projeto foi baixa, mas têm diferentes explicações para isso. \"A norma é excludente, restritiva e insuficiente para atender a grande maioria dos consumidores\", afirma Robson Campos, dir...</td>\n",
       "      <td>2249051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A agência pretende incentivar o total de consumidores a adaptar os contratos individuais para que tenham direito às novas coberturas e restrições aos aumentos, em geral e por faixa etária, garantidos pela legislação atual do setor, que passou a vigorar em janeiro de 1999. Os preços da adaptação...</td>\n",
       "      <td>2366616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Idec contesta reajuste de planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec) não concorda com o reajuste de mensalidades dos planos de saúde de 8,71% autorizado pela Agência Nacional de Saúde Suplementar (ANS). A advogada do Idec, Karina Rodrigues, avalia que o reajuste é alt...</td>\n",
       "      <td>3105365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Custodio Coimbra RIO - Apesar da desaceleração da inflação medida pelo Índice de Preços ao Consumidor Amplo (IPCA) em 2016, frente a 2015, as mensalidades dos planos de saúde subiram 13,55% no ano passado, o maior salto dos preços desde 1997. O item foi o mais pressionou o grupo saúde e cuidado...</td>\n",
       "      <td>4374978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Daiane Costa - O Globo Tamanho do texto RIO - Apesar da desaceleração da inflação medida pelo Índice de Preços ao Consumidor Amplo (IPCA) em 2016, frente a 2015, as mensalidades dos planos de saúde subiram 13,55% no ano passado, o maior salto dos preços desde 1997. O item foi o mais pressionou ...</td>\n",
       "      <td>4375005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Operadoras de planos de saúde usam contrato coletivo para driblar lei Descontentes com a regulamentação dos planos de saúde, empresas do setor encontraram mais uma brecha para se livrar do controle de preços e da obrigação de manter o contrato com o consumidor até que ele não queira mais o serv...</td>\n",
       "      <td>2962032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) quer mudar as regras de reajustes de planos coletivos empresariais com menos de 30 beneficiários. A ideia é que, ao fazer o cálculo de reajuste, as operadoras de saúde agrupem todos os contratos pequenos como se fossem um único para diluir o valor e...</td>\n",
       "      <td>1730204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Confira o aumento do seu convênio Os associados dos planos e seguros saúde que têm contrato com aniversário em setembro pagarão reajuste médio de 5,42%. Esse é o porcentual autorizado pela Agência Nacional de Saúde (ANS). Em alguns casos, em que a empresa está há mais de um ano sem promover aum...</td>\n",
       "      <td>3134968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Planos de saúde: reajuste médio de 5,42% Os associados de planos e seguros de saúde que têm contrato que aniversaria em novembro pagarão reajuste médio de 5,42%. Esse é o porcentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). Em alguns casos, em que a empresa está há mais de um...</td>\n",
       "      <td>3131500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Foi o que aconteceu com a corretora de seguros Lilian Bernardo Guardino, de 33 anos. Ela adquiriu um plano empresarial com o marido e a filha em 2009. O problema foi que, pouco tempo depois, Lilian foi diagnosticada com linfoma e teve de fazer uma série de exames caros, além de quimioterapia, r...</td>\n",
       "      <td>1729955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) quer mudar as regras de reajustes de planos coletivos empresariais com menos de 30 beneficiários. A ideia é que, ao fazer o cálculo de reajuste, as operadoras de saúde agrupem todos os contratos pequenos como se fossem um único para diluir o valor e...</td>\n",
       "      <td>1730298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Planos de saúde: associados terão reajuste Os associados de planos e seguros-saúde que têm contrato individual ou familiar aniversariando em dezembro terão de arcar com reajuste médio de 5,42%. Esse é o percentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). O aumento não vale p...</td>\n",
       "      <td>3129641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.8393</td>\n",
       "      <td>Planos de saúde têm reajuste de até 8,71% Planos de saúde que tiveram o último reajuste ou que foram firmados há um ano deverão ter correção máxima de 8,71%, aplicada em julho sobre a mensalidade de junho. Esse é o porcentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). Se o val...</td>\n",
       "      <td>3096642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.8151</td>\n",
       "      <td>Brechas na lei de plano de saúde provocam confusão Especialistas em defesa do consumidor afirmam que muitos consumidores sofrem problemas com planos de saúde porque a legislação é confusa e algumas operadoras não respeitam a Lei 9.656/98, que regulamenta o setor. Os principais pontos polêmicos ...</td>\n",
       "      <td>3026293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.8115</td>\n",
       "      <td>Procon alerta para abuso em planos de saúde A Fundação Procon de São Paulo alerta que uma nova norma de padronização da Agência Nacional de Saúde Suplementar (ANS) permite abuso na aplicação de reajustes por mudança de faixa etária em planos de saúde antigos. O problema foi denunciado ao Minist...</td>\n",
       "      <td>3079470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.7995</td>\n",
       "      <td>Novos planos de saúde poderão ter reajuste de até 11,75% A Agência Nacional de Saúde Suplementar divulgou nesta sexta-feira o teto para o reajuste dos planos de saúde: 11,75%. Este é o maior índice autorizado pela ANS, desde a sua criação, em 2000. A porcentagem, no entanto, não será aplicada e...</td>\n",
       "      <td>2909965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Leandro Fonseca, presidente da ANS, pediu demissão. Foto Custodio Coimbra/Agência O Globo RIO - O presidente interino da Agência Nacional de Saúde Suplementar (ANS), Leandro Fonseca, pediu demissão do cargo. Servidor público, ele ocupava de forma interina a presidência da agência desde maio de ...</td>\n",
       "      <td>5325670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Casa Civil pediu à Comissão de Ética Pública da Presidência que sejam analisadas denúncias contra o novo diretor da Agência Nacional de Saúde Suplementar. De acordo com denúncia feita pelo jornal O Estado de São Paulo, Elano Rodrigues Figueiredo teria omitido do currículo enviado ao Senado o ...</td>\n",
       "      <td>1110059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Comissão de Assuntos Econômicos (CAE) do Senado aprovou nesta quarta-feira, 23, as indicações de Jaime César de Moura Oliveira para o cargo de diretor-presidente da Agência Nacional de Vigilância Sanitária (Anvisa) e de Bruno Sobral de Carvalho para a diretoria da Agência Nacional de Saúde Su...</td>\n",
       "      <td>2027629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Deu no D.O. de ontem. Dilma enviou, sexta, ao Senado, o nome de Martha Regina de Oliveira para assumir uma diretoria da ANS. Indicação de Arthur Chioro– conforme antecipado pelo blog da coluna em 25 de abril. Funcionária da agência desde 2005, é mulher de Alfredo José Monteiro Scaff, ex-sócio d...</td>\n",
       "      <td>1436039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Arthur Chioro encaminhou a Dilma o nome de Martha Regina de Oliveira para uma diretoria da ANS. Funcionária de carreira da Agência Nacional de Saúde Suplementar desde 2005 – e considerada competente técnica -, ela é mulher de Alfredo José Monteiro Scaff, ex-sócio do ministro da Saúde em uma con...</td>\n",
       "      <td>1443193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O diretor da ANS (Agência Nacional de Saúde), Elano Figueiredo, pediu exoneração do cargo nesta quinta-feira, 3, após a Comissão de Ética Pública da Presidência da República recomendar sua destituição. O processo foi aberto com base em reportagem do Estado que revelou no dia 3 de ago...</td>\n",
       "      <td>1520684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O diretor de gestão da Agência Nacional de Saúde Suplementar, Elano Rodrigues Figueiredo, deixou o cargo, depois de a Comissão de Ética Pública recomendar sua saída. Ao assumir o cargo, no início de agosto, Figueiredo omitiu do currículo ter trabalhado para empresas privadas de planos de saúde....</td>\n",
       "      <td>1031820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O currículo foi encaminhado pela Presidência da República ao Senado no processo de sabatina e é uma das referências dos senadores para avaliação do nome. A revelação do jornal provocou uma série de manifestações de órgãos de defesa do consumidor que pediram a saída de Elano. É a primeira vez qu...</td>\n",
       "      <td>1520679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Luciana Casemiro Tamanho do texto O presidente interino da Agência Nacional de Saúde Suplementar (ANS), Leandro Fonseca, pediu demissão do cargo. Servidor público, ele ocupava a presidência da agência desde maio de 2017. Ele continuará, no entanto, como diretor da agência. A decisão teria sido ...</td>\n",
       "      <td>5325758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O presidente da Comissão de Ética Pública da Presidência da República, Américo Lacombe, disse nesta quinta-feira (3) que o diretor da Agência Nacional de Saúde (ANS), Elano Figueiredo, foi imprudente ao omitir no currículo entregue à Presidência e ao Senado o fato de ter atuado como advogado de...</td>\n",
       "      <td>1032802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) fixou nesta sexta-feira, 11, em 6,73% o índice máximo de reajuste para os planos de saúde médico-hospitalares individuais e familiares contratados desde janeiro de 1999 ou adaptados à Lei nº 9.656/98. O porcentual incidirá sobre os contra...</td>\n",
       "      <td>2211700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Para calcular o índice, a ANS se baseou nos reajustes aplicados aos planos coletivos. Porém, neste ano, a agência argumenta que teve de incluir novos elementos no cálculo - já que o rol de procedimentos obrigatórios foi ampliado no ano passado. Sendo assim, o reajuste que era estimado em 5,6% s...</td>\n",
       "      <td>2445410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Ministério do Planejamento, Orçamento e Gestão autorizou, por meio de duas portarias, publicadas no “Diário Oficial da União” desta segunda-feira (4), o provimento de 89 cargos no Instituto Nacional da Propriedade Industrial (Inpi) e na Agência Nacional de Saúde Suplementar (ANS). A portaria ...</td>\n",
       "      <td>995983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) fixou em 13,55% o índice máximo de reajuste a ser aplicado aos planos de saúde médico-hospitalares individuais/familiares contratados a partir de janeiro de 1999 ou adaptados à Lei nº 9.656/98. O percentual, válido para o período de...</td>\n",
       "      <td>3800167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) fixou em 13,55% o índice máximo de reajuste a ser aplicado aos planos de saúde médico-hospitalares individuais/familiares contratados a partir de janeiro de 1999 ou adaptados à Lei nº 9.656/98. O percentual, válido para o período de maio de 2015 a a...</td>\n",
       "      <td>446322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) fixou em 7,93% o índice máximo de reajuste dos planos de saúde individuais ou familiares. O porcentual é válido para o período entre maio de 2012 e abril de 2013 e atinge 8 milhões de beneficiários - o que representa cerca de 17% dos cons...</td>\n",
       "      <td>1747592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A ANS recomenda que os consumidores observem os próximos boletos e verifiquem se o valor corrigido corresponde ao porcentual de 7,93% e se o aniversário do contrato ocorre a partir de maio. Em caso de dúvida, os consumidores devem entrar em contato com a agência por meio do Disque-ANS (0800 701...</td>\n",
       "      <td>1747620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A ANS recomenda que, ao receberem os boletos, os consumidores devem observar se o porcentual e o valor absoluto do aumento estão devidamente identificados. Em caso de dúvidas, o consumidor deve entrar em contato com a Agência por meio do Disque-ANS (0800 701 9656); na internet pela página www.a...</td>\n",
       "      <td>1959785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ao receberem os boletos para pagamento, os consumidores devem observar se o porcentual do aumento está devidamente identificado e ficar atentos para eventuais cobranças de valores retroativos. Esse tipo de cobrança só será permitido caso haja defasagem de até três meses entre a data do aniversá...</td>\n",
       "      <td>2211672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde autorizou o aumento de 9,65% para os planos de saúde individuais. O reajuste vai atingir 8,8 milhões de consumidores. O percentual, válido de maio de 2014 a abril de 2015, pode ser aplicado a partir da data de aniversário de cada contrato e é permitida a cobrança de ...</td>\n",
       "      <td>764591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>As ações do braço de seguros do Banco do Brasil abriram com queda de 2,29% e às 12h53 recuavam 1,35%, cotadas a R$ 16,77 enquanto o Ibovespa subia 0,42%. Sobre a queda, o presidente do BB disse que se trata de um movimento natural uma vez que os investidores aproveitam a ocasião para fazer real...</td>\n",
       "      <td>1578252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) anunciou hoje (21) o lançamento de uma central para atendimento especializado a deficientes auditivos. Por meio do número 0800 021 2105, o consumidor poderá fazer chamadas gratuitas com o objetivo de esclarecer dúvidas ou registrar reclamações sobre...</td>\n",
       "      <td>4235098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Do total de receitas do primeiro semestre, só as vendas de apólices de seguros (excluindo capitalização e previdência) movimentaram R$ 50 bilhões, crescimento de 22%. No segmento de seguros, o destaque de alta foram as apólices rurais, com expansão de 30%, e as habitacionais, com 22%. Os seguro...</td>\n",
       "      <td>1903825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8668</td>\n",
       "      <td>O mercado de seguros, previdência privada e capitalização teve faturamento de R$ 50,4 bilhões de janeiro a maio, alta de 18% ante igual período de 2010, segundo dados da Superintendência de Seguros Privados (Susep) consolidados pela consultoria Siscorp. Considerando somente o mercado de seguros...</td>\n",
       "      <td>1965080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8436</td>\n",
       "      <td>Na área odontológica, a seguradora diz que o forte crescimento dos últimos trimestres motivou a mudança. O segmento, que antes dividia uma superintendência com a área de saúde, passa a ter uma estrutura específica e com foco exclusivo. \"Pretendemos ser, ainda este ano, uma das maiores empresas ...</td>\n",
       "      <td>1962638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8374</td>\n",
       "      <td>A seguradora SulAmérica anunciou nesta segunda-feira, 4, uma nova estrutura para a divisão de saúde e de planos odontológicos, responsável por quase 65% do faturamento da empresa. As mudanças incluem a criação de uma superintendência específica para a área de planos dentais, contração de um nov...</td>\n",
       "      <td>1962659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8292</td>\n",
       "      <td>O setor de seguros movimentou R$ 76,8 bilhões em prêmios em 2009, um crescimento de 13% em relação ao ano anterior, segundo dados divulgados pela Superintendência de Seguros Privados (Susep). Os sinistros pagos pelas seguradoras somaram R$ 20,9 bilhões. Os dados não incluem o seguro saúde, que ...</td>\n",
       "      <td>2286905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8162</td>\n",
       "      <td>O mercado de seguros e previdência movimentou R$ 63,5 bilhões em prêmios nos nove primeiros meses do ano, expansão de 16,2% em relação ao mesmo período do ano passado, segundo a Superintendência de Seguros Privados (Susep). Os números não incluem dados do seguro saúde, que está sob a jurisdição...</td>\n",
       "      <td>2108096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8117</td>\n",
       "      <td>Em consulta pública desde o dia 31 de outubro, a minuta de uma nova Resolução de Diretoria Colegiada que dispõe sobre a instituição e o funcionamento de câmaras técnicas no âmbito da ANCINE aceita contribuições apenas até o próximo sábado, 29 de novembro. Com o objetivo de qualificar e dar tran...</td>\n",
       "      <td>5340864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.8107</td>\n",
       "      <td>A transação inclui a compra e venda da totalidade das quotas detidas pela companhia na Odonto Empresas para a Caixa Seguros, contrato de transferência da carteira de clientes da Prevdonto para a Odonto Empresas. O fechamento do negócio deverá ocorrer em até 15 dias úteis, mas somente após as ap...</td>\n",
       "      <td>1489416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Globo Tamanho do texto RIO - A Agência Nacional de Saúde Suplementar (ANS) disponibilizou nesta segunda-feira o número de beneficiários de planos de saúde registrados em dezembro de 2016. No mês, o setor contabilizou 47,89 milhões beneficiários em planos médico-hospitalares, e 22,03 milhões e...</td>\n",
       "      <td>4399378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO — O número de beneficiários de planos de saúde médico-hospitalares no Brasil cresceu em outubro, atingindo 47.399.495 de usuários. Segundo dados divulgados pela Agência Nacional de Saúde Suplementar (ANS), houve aumento de 84.098 beneficiários em relação ao mês de setembro, quando foram reg...</td>\n",
       "      <td>4967811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os planos coletivos empresariais (aqueles fornecidos pelas empresas para seus empregados) responderam, em janeiro, por 66,3% dos contratos dos planos de saúde do Brasil. No mesmo mês de janeiro, os planos de saúde médico-hospitalares registraram um saldo negativo de 192,2 mil beneficiários. Des...</td>\n",
       "      <td>4480235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO — O número de beneficiários em planos médico-hospitalares aumentou em agosto, atingindo 47.304.753 usuários, o que representou um crescimento de69.102 pessoas em relação a julho. Nos planos exclusivamente odontológicos, o aumento em comparação ao mês anterior foi de 142.507, totalizando em ...</td>\n",
       "      <td>4869442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO — Embora o número de beneficiários de planos de saúde médico-hospitalares no Brasil tenha crescido em outubro, na comparação com setembro, atingindo 47.399.495 de usuários, houve queda em relação a outubro do ano passado. Segundo dados divulgados pela Agência Nacional de Saúde Suplementar (...</td>\n",
       "      <td>4967834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - A Agência Nacional de Saúde Suplementar (ANS) disponibilizou nesta segunda-feira o número de beneficiários de planos de saúde registrados em dezembro de 2016. No mês, o setor contabilizou 47,89 milhões beneficiários em planos médico-hospitalares, e 22,03 milhões em planos odontológicos. N...</td>\n",
       "      <td>4399360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Os planos de saúde registraram em julho o segundo aumento mensal consecutivo no número de clientes. Segundo dados divulgados nesta quarta-feira (16) pela Agência Nacional de Saúde Suplementar (ANS), o número de beneficiários em planos médico-hospitalares totalizaram 47,38 milhões em julho, o qu...</td>\n",
       "      <td>4793993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9276</td>\n",
       "      <td>São Paulo, SP--( DINO - 03 mar, 2017) - O aumento do desemprego é a principal razão para a continuidade da queda do número de beneficiários de planos de saúde no País, analisa o Instituto de Estudos de Saúde Suplementar (IESS). Em janeiro de 2017 ante o mesmo mês do ano passado, 1,58 milhão de ...</td>\n",
       "      <td>4504425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8789</td>\n",
       "      <td>Pelo quinto mês consecutivo, em janeiro os planos de saúde registraram queda do número de beneficiários. Segundo dados da Agência Nacional de Saúde Suplementar (ANS), o total de beneficiários dos planos de saúde no primeiro mês do ano ficou em 47.592.368, uma queda 192,2 mil beneficiários, ou 0...</td>\n",
       "      <td>4451200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8573</td>\n",
       "      <td>Os planos de saúde médico-hospitalares registraram alta de beneficiários em 14 das 20 cidades da Região Metropolitana de Campinas (RMC) no primeiro trimestre deste ano, de acordo com dados da Agência Nacional de Saúde Suplementar (ANS). A diferença equivale a 7,3 mil novos contratos desde dezem...</td>\n",
       "      <td>5249567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A partir da identificação de um usuário com plano de saúde que tenha sido atendido no SUS, a ANS notifica a operadora sobre os recursos que devem ser ressarcidos e cobra a devoluçãoMarcello Casal Jr./Agência Brasil Nos primeiros quatro meses de 2014, as operadoras de planos de saúde ressarciram...</td>\n",
       "      <td>3288145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>são carlos e araraquara mogi das cruzes e suzano são paulo e região Após 19 quedas consecutivas, cresce número de beneficiários de planos de saúde em fevereiro Em fevereiro, cerca de 47,66 milhões de pessoas tinham plano de saúde, cerca de 144 mil a mais do que no mês anterior, de acordo com a ...</td>\n",
       "      <td>4498752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Ministério da Saúde informou nesta quinta-feira (9) que as operadoras de planos de saúde ressarciram o Sistema Único de Saúde (SUS) em R$ 167 milhões no ano passado. O valor é 133% superior ao do ano anterior (2012), quando o SUS recuperou R$ 71,28 milhões. VALORES RESSARCIDOS PELOS PLANOS DE...</td>\n",
       "      <td>932094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Extra Tamanho do texto Em 2017, os planos de saúde realizaram mais de 1,51 bilhão de consultas médicas, outros atendimentos ambulatoriais, exames, terapias, internações e procedimentos odontológicos, de acordo com dados divulgados pela Agência Nacional de Saúde Sumplementar (ANS). O número repr...</td>\n",
       "      <td>5392154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9674</td>\n",
       "      <td>Proposta de plano de saúde popular inclui modalidade sem internação nem urgência Propostas criadas por grupo de trabalho coordenado pelo Ministério da Saúde foram enviadas à ANS. Agência deve avaliá-las e decidir se as adota ou não. Por Mariana Lenharo, G1 No ano passado, o Ministério da Saúde ...</td>\n",
       "      <td>4488464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9582</td>\n",
       "      <td>Os planos de saúde brasileiros realizaram 1,51 bilhão de procedimentos médicos e odontológicos em 2017. Segundo dados divulgados hoje (3) pela Agência Nacional de Saúde Suplementar (ANS), o número é 3,4% maior do que o registrado em 2016, quando foram realizados 1,46 bilhão procedimentos, como ...</td>\n",
       "      <td>5392301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9445</td>\n",
       "      <td>CFM critica proposta de plano de saúde popular divulgada pelo Ministério da Saúde Ministério da Saúde tinha afirmado, em nota, que o CFM participou da elaboração do projeto. Posteriormente, pasta disse que citação à entidade médica foi erro de digitação. Por G1 O Conselho Federal de Medicina (C...</td>\n",
       "      <td>4489171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9405</td>\n",
       "      <td>Os planos de saúde brasileiros tiveram que ressarcir o Sistema Único de Saúde (SUS) em R$ 358 milhões no primeiro semestre do ano. O valor, arrecadado pela Agência Nacional de Saúde Suplementar (ANS), que é a agência reguladora das operadoras de planos de saúde, é repassado ao Fundo Nacional de...</td>\n",
       "      <td>5397934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9315</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) recebeu no ano passado R$ 167 milhões de ressarcimento das operadoras de saúde. O valor é pago quando usuários dos planos saúde são atendidos pelo Sistema Único de Saúde (SUS). A quantia se refere a dívidas contraídas desde 2001. O ressarcimento div...</td>\n",
       "      <td>1484639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9128</td>\n",
       "      <td>A taxa de sinistralidade no terceiro trimestre de 2012 foi de 85,8%, a maior para o período desde o início da série histórica, em 2003. No terceiro trimestre de 2011, a taxa era de 82,8% e, em 2010, de 81,1%. Os números da ANS ressaltam a preocupação com o aumento das despesas médicas. Enquanto...</td>\n",
       "      <td>1623344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os planos de saúde já receberam mais multas no primeiro semestre deste ano do que no ano passado inteiro. Segundo a Agência Nacional de Saúde (ANS), a principal reclamação registrada é contra a dificuldade de se conseguir autorização para exames, internação e cirurgia. Aumento de mensalidade e ...</td>\n",
       "      <td>62105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Termina nesta quinta-feira (30) o prazo de 60 dias dado pela Agência Nacional de Saúde Suplementar (ANS) para que os beneficiários da Unimed São Luís troquem de plano de saúde sem precisar cumprir o prazo de carência. Cinco empresas se comprometeram a receber os clientes por meio de acordo firm...</td>\n",
       "      <td>912389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Atualizado às 11h59 do dia 21/10 SÃO PAULO - A Justiça de São Paulo determinou que os clientes da Unimed Paulistana somente sejam atendidos pela Central Nacional Unimed (CNU) e pela Unimed do Brasil em casos de urgência e de emergência. A decisão, da juíza Maria Rita Rebello Dias, da 18.ª Vara ...</td>\n",
       "      <td>1269332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANS multa operadoras de planos de saúde A Agência Nacional de Saúde Suplementar (ANS) multou seis operadoras de planos de saúde, após comprovar denúncias de consumidores que tiveram seus direitos desrespeitados. As operadoras multadas foram a Amil, a Hapvida, a Camed (Caixa de Assistência dos F...</td>\n",
       "      <td>3116862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar alerta para o fim do prazo para migração dos planos da Unimed São Luís e Multiclinicas. A ANS orienta os usuários para não passar do prazo porque correm o risco de perder o contrato e ficar impossibilitados da portabilidade sem carência em outras operador...</td>\n",
       "      <td>1031675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Unimed garante atendimento A Unimed de São Paulo se comprometeu a dar atendimento completo a todos conveniados do plano de saúde Uniplan até o final do mês de outubro. A decisão foi tomada na reunião que o presidente da Unimed Brasil, Edmundo Castilho, teve que com a direção do Procon-SP, na ma...</td>\n",
       "      <td>3133389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.9085</td>\n",
       "      <td>Usuários da Usimed estão sendo cobrados pela Unimed Há apenas um mês com nova diretoria e ainda sob direção fiscal e técnica da Agência Nacional de Saúde Suplementar (ANS), a Unimed São Paulo está confundindo o consumidor. A cooperativa mandou boletos de cobrança para os associados da operadora...</td>\n",
       "      <td>3119119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.8996</td>\n",
       "      <td>Amil é multada por reajuste abusivo em plano de saúde A Amil Assistência Médica Internacional foi multada hoje em R$ 18,2 milhões pela Agência Nacional de Saúde Suplementar (ANS) por aplicar reajustes abusivos em planos de saúde contratados até 1998, ou seja, antes da entrada em vigor da lei qu...</td>\n",
       "      <td>2886915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.8937</td>\n",
       "      <td>Unimed suspende rescisão unilateral Hoje realizou-se mais uma reunião dos representantes da diretoria do Procon-SP, a diretoria do Unimed e da fiscalização da Agência Nacional de Saúde Suplementar (ANS). A empresa de planos de saúde resolveu suspender a decisão de rescindir unilateralmente os c...</td>\n",
       "      <td>3132970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.8927</td>\n",
       "      <td>Planos não determinam limite de internação A lei sobre planos de saúde é clara: mesmo que o hospital seja descredenciado do plano, o paciente está protegido. Se estiver internado, só sai com alta médica. E o tempo de internação não tem prazo determinado. A regra também vale para contratos antig...</td>\n",
       "      <td>3103818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A FenaSaúde representa 17 operadoras de planos de saúde, das quais quatro eram punidos pela ANS. A ordem judicial beneficiou essas empresas, mas, se não for derrubada, todo o cálculo para as demais operadoras terá de ser refeito, porque o resultado é obtido por comparação entre as operadoras. A...</td>\n",
       "      <td>1535904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) retirou do seu site a lista de 212 planos de saúde de 21 operadoras que teriam a venda suspensa a partir desta sexta-feira (23), como parte do seu sexto ciclo de monitoramento de qualidade. Segundo a ANS, a medida foi tomada para atender à decisão d...</td>\n",
       "      <td>1087168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A agência Nacional de Saúde Suplementar(ANS) suspendeu a comercialização de 246 planos de saúde de 26 operadoras, com a suspensão valendo a partir de sexta-feira(30). A decisão foi obtida no Tribunal Regional Federal(2ª Região) e notificada nesta quarta-feira(28). A decisão ocorreu com base no ...</td>\n",
       "      <td>1080371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Edição do dia 30/08/2013 30/08/2013 19h59 - Atualizado em Veja a lista dos mais de 200 planos de saúde suspensos pela ANS Voltou a valer a proibição da venda de 221 planos de saúde de 21 operadoras. A decisão tinha sido suspensa pela Justiça. Voltou a valer a proibição da venda de 221 planos de...</td>\n",
       "      <td>1077787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar suspendeu nesta terça-feira (18) a venda de 111 planos de saúde de 47 operadoras. Clique aqui para ver a lista dos planos suspensos A ANS decidiu também liberar a venda de outros 122 planos que estava suspensa, por considerar que eles atingiram as metas d...</td>\n",
       "      <td>892364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Lista das operadoras e planos que tiveram a comercialização suspensa Veja a lista das operadoras e planos que tiveram a comercialização suspensa, assim como seus números de registro na ANS:</td>\n",
       "      <td>1687800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9843</td>\n",
       "      <td>O Tribunal Regional Federal de São Paulo concedeu na sexta-feira (30) liminar em favor da Associação Brasileira de Medicina de Grupo (Abramge) evitando que a ANS suspenda a comercialização de planos de saúde das operadoras associadas à entidade. A ANS, contudo, informou que ainda não foi notifi...</td>\n",
       "      <td>1074229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9711</td>\n",
       "      <td>Seminário do Fórum das Agências Reguladoras debate avanços em 2012 6/12/2012 O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6 de dezembro, evento para debater os avanços da regulação brasileira. O seminário “Destaques e Perspectivas da Regulação Federal em ...</td>\n",
       "      <td>5305884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9602</td>\n",
       "      <td>O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6, evento para debater os avanços da regulação brasileira. O seminário \"Destaques e Perspectivas da Regulação Federal em 2012\" é aberto ao público e ocorre no Auditório Flávio Terra Barth da Agência Nacional de...</td>\n",
       "      <td>4600060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.9498</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) liberou nesta terça-feira (3) a venda de planos de saúde suspensos por por descumprir prazos para atendimento médico, realização de exames e internações, e negativas indevidas de cobertura. A liberação ocorreu por conta de uma liminar do Tribunal Re...</td>\n",
       "      <td>1073748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Idec fará protesto contra planos de saúde hoje O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará hoje um protesto contra os abusos das administradoras de planos de saúde. O protesto marca os quatro anos da regulamenta...</td>\n",
       "      <td>3036953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por causa de um câncer na tireoide, Renata de Castro Oliveira, de 29 anos, tenta desde fevereiro obter autorização da Amil/Medial para fazer o tratamento indicado por seu médico, a iodoterapia. A desculpa do plano de saúde era de que o medicamento não era adequado para esse caso, revela Renata....</td>\n",
       "      <td>1578381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Desde 11 de maio, quando foi sancionada a lei, a cobertura tornou-se uma obrigação legal, que agora foi normatizada pela Agência Nacional de Saúde Suplementar (ANS). A resolução complementa a série de procedimentos que já faziam parte da cobertura obrigatória. De acordo com Josué Rios, advogado...</td>\n",
       "      <td>2426720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Idec realizará manifestação contra planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará na próxima terça, 4 de junho, um protesto contra os abusos das administradoras de planos de saúde. O protesto marca ...</td>\n",
       "      <td>3038131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>Dias é o que a ANS deve levar para regulamentar lei obriga planos a cobrir planejamento familiar</td>\n",
       "      <td>2435143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.9346</td>\n",
       "      <td>Plano de saúde descredencia sem aviso e demora para autorizar procedimentos Por Jerusa Rodrigues O descontentamento com o serviço prestado pelos planos de saúde não atinge só os médicos – que paralisaram os serviços no dia 25/4 –, mas a população em geral. As reclamações mais frequentes dos usu...</td>\n",
       "      <td>1577288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.9175</td>\n",
       "      <td>Idec fará amanhã protesto contra planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará amanhã um protesto contra os abusos das administradoras de planos de saúde. O protesto marca os quatro anos da regulam...</td>\n",
       "      <td>3037154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.8815</td>\n",
       "      <td>O descontentamento com o serviço prestado pelos planos de saúde não atinge só os médicos - que paralisaram os serviços na quinta-feira -, mas a população em geral. As reclamações mais frequentes dos usuários, segundo o advogado Julius Conforti, são por negativas de procedimentos, até mesmo com ...</td>\n",
       "      <td>1578445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.8442</td>\n",
       "      <td>A Superintendência de Proteção e Defesa do Consumidor (Procon-BA) informou nesta segunda-feira (21) que, juntamente com a Defensoria Pública do Estado da Bahia e o Ministério Público do Estado da Bahia, entrou com uma Ação Civil Pública contra o Bradesco Saúde. Dentre outras exigências, a ação ...</td>\n",
       "      <td>748667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.8059</td>\n",
       "      <td>O Ministério Público de Minas Gerais (MPMG) requereu judicialmente que a Unimed de Campo Grande custeie o procedimento de mastectomia, cirurgia de remoção completa da mama, para uma mulher, residente em Uberlândia, que deseja ser legalmente considerada homem. No documento presente no site do MP...</td>\n",
       "      <td>665236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9052</td>\n",
       "      <td>Pacientes aguardam atendimento em centro de oncologia: novo rol prevê mudanças nas diretrizes do tratamento - William de Moura/Arquivo RIO - Quinze novos procedimentos e mudanças nas diretrizes de tratamento de seis tipos de câncer estão entre as alterações previstas na revisão do Rol de Proced...</td>\n",
       "      <td>4700330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.8270</td>\n",
       "      <td>O acesso será permitido para pacientes com linfoma, com câncer de intestino grosso com lesão hepática e em alguns casos de câncer de pulmão. Uma lista de opções bem menor do que a ofertada para usuários de planos de saúde. Desde o início do ano, operadoras são obrigadas a garantir o exame para ...</td>\n",
       "      <td>1444115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7820</td>\n",
       "      <td>- Arquivo RIO — Entrou em vigor nesta terça-feira a nova cobertura mínima obrigatória dos planos de saúde estabelecida pela Agência Nacional de Saúde Suplementar (ANS). A Resolução Normativa com a atualização do Rol de Procedimentos e Eventos em Saúde estabelece a inclusão de 18 novos procedime...</td>\n",
       "      <td>5007762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7776</td>\n",
       "      <td>Uma resolução da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (3), no Diário Oficial da União criou o Comitê de Incentivo às Boas Práticas entre Operadoras e Prestadores. A função do colegiado é estabelecer a manutenção de um diálogo permanente com os agentes de saúde suplementar ...</td>\n",
       "      <td>3291533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7630</td>\n",
       "      <td>BRASÍLIA - Exame considerado por médicos como fundamental para o acompanhamento de pacientes que tiveram ou estão com câncer, o PET-CT passará a ser ofertado pelo Sistema Único de Saúde (SUS). A inclusão ocorre com atraso de pelo menos 13 anos em relação às clínicas particulares e num formato a...</td>\n",
       "      <td>1444091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7501</td>\n",
       "      <td>\"No próximo ano, vamos discutir como incorporar o benefício do medicamento de alguma forma. Hoje, os pacientes fazem a consulta no setor privado e vão ao SUS retirar o medicamento. Não vejo por que não trazer esse benefício à saúde suplementar\", afirmou o dirigente, que assumiu há duas semanas,...</td>\n",
       "      <td>2176597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7470</td>\n",
       "      <td>Novo rol: oito medicamentos para tratamento de cânceres são incorporados - Arquivo RIO — Os planos de saúde passarão a oferecer, a partir do ano que vem, 18 novos procedimentos, entre exames, terapias e cirurgias que atendem a diferentes especialidades. É o que determina a Agência Nacional de S...</td>\n",
       "      <td>4944080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7133</td>\n",
       "      <td>A ideia do plano de saúde popular saiu do Ministério da Saúde. Assim, logo depois do Ministro dar uma entrevista falando do tema, muita gente disse que o Governo estava dando uma rasteira no cidadão brasileiro, já que o SUS deve, de acordo com a Constituição Federal, prover saúde de graça e de ...</td>\n",
       "      <td>4656020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.7093</td>\n",
       "      <td>A ideia do plano de saúde popular saiu do Ministério da Saúde. Assim, logo depois do Ministro dar uma entrevista falando do tema, muita gente disse que o Governo estava dando uma rasteira no cidadão brasileiro, já que o SUS deve, de acordo com a Constituição Federal, prover saúde de graça e de ...</td>\n",
       "      <td>4655674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.6985</td>\n",
       "      <td>O Ministério da Saúde financia duas iniciativas paralelas para definir tratamentos de doenças, uma para usuários de planos de saúde e outra para o Sistema Único de Saúde (SUS), o que, segundo a pasta, é necessário porque os trabalhos têm metas diferentes. O órgão optou por não fazer um esforço ...</td>\n",
       "      <td>2162333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) anunciou nesta quarta-feira (13) a suspensão da venda, por três meses, de mais 150 planos de saúde, administrados por 41 operadoras em todo o país. Esse é o sétimo ciclo de suspensões realizado pela ANS e começará a valer a partir desta segunda-feir...</td>\n",
       "      <td>985089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) anunciou nesta terça-feira (20) a suspensão da venda de 212 planos de saúde de 21 operadoras por três meses. No total, 246 planos de 26 operadoras estão suspensos. O motivo foi o descumprimento de exigências estabelecidas pelo Ministério da Saúde e ...</td>\n",
       "      <td>1091628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O presidente do Superior Tribunal de Justiça, Felix Fischer, autorizou que a Agência Nacional de Saúde Suplementar (ANS) suspenda a comercialização de planos de saúde que descumpram as regras estabelecidas pelo governo. O ministro entendeu que, pelo bem do interesse público, cabe à ANS decidir ...</td>\n",
       "      <td>1024776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) vai suspender, a partir desta quinta-feira (13), a venda de 65 planos de saúde de 16 operadoras. As empresas estão sendo punidas por descumprir prazos de marcação de consultas e de cirurgias. A Federação Nacional de Saúde Suplementar (FENASAÚDE) e a...</td>\n",
       "      <td>636277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9726</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) suspendeu 212 planos de saúde, de 21 operadoras. Os planos serão analisados pelos próximos três meses e só poderão voltar a ter novos clientes quando resolverem os problemas. As operadoras foram punidas porque negaram atendimento e descumpriram os p...</td>\n",
       "      <td>1091997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9705</td>\n",
       "      <td>O Ministério da Saúde suspendeu nesta quarta-feira (14) as vendas de 161 planos de saúde de 36 operadoras. A decisão é resultado das reclamações de consumidores que tiveram os prazos para consultas, exames e cirurgias descumpridos, além de coberturas negadas. Desde 2011, quando foi criado o Pro...</td>\n",
       "      <td>812048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9576</td>\n",
       "      <td>A Agência Nacional de Saúde Suplementar (ANS) vai suspender a venda de 65 planos de saúde de 16 operadoras por três meses, a partir desta sexta-feira (14). As operadoras ainda podem ser multadas. A suspensão da comercialização é uma ação preventiva que tem o objetivo de melhorar o acesso do cid...</td>\n",
       "      <td>635911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9391</td>\n",
       "      <td>Agência Nacional de Saúde Suplementar (ANS) suspenderá, a partir de quinta-feira (20), a comercialização de 73 planos de saúde de 15 operadoras por não cumprimento dos prazos de atendimento e por outras queixas de natureza assistencial, como negativas indevidas de cobertura. saiba mais Em maio,...</td>\n",
       "      <td>378709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9385</td>\n",
       "      <td>A partir desta sexta-feira (30) a Agência Nacional de Saúde vai suspender a venda de mais de 200 planos de saúde. Para quem já é cliente desses planos, o atendimento não muda. A única coisa é que essas empresas não poderão vender novos planos a partir desta data até que resolvam as falhas encon...</td>\n",
       "      <td>1078689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9345</td>\n",
       "      <td>Está suspensa, a partir desta quinta-feira (20), a comercialização de 73 planos de saúde de 15 operadoras por não cumprimento dos prazos de atendimento e por outras queixas de natureza assistencial, como negativas indevidas de cobertura. saiba mais Em maio, ANS suspendeu venda de 87 planos de s...</td>\n",
       "      <td>374104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O Plenário do Senado aprovou em segundo turno a PEC do teto dos gastos, com ajuda do \"rolo compressor\" do presidente da Casa, Renan Calheiros (PMDB-AL), para agilizar a votação. O placar foi de 53 votos a favor e 16 contra. A PEC cria um teto para o gasto público, com objetivo de evi...</td>\n",
       "      <td>4318579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - Os partidos da base aliada do governo Temer derrotaram, por 246 votos, requerimento de retirada de pauta da Proposta de Emenda Constitucional (PEC) do teto dos gastos. Com isso, os governistas conseguiram que vários outros requerimentos da oposição que tentavam adiar a votação fossem...</td>\n",
       "      <td>1861509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9156</td>\n",
       "      <td>O presidente da República em exercício, Rodrigo Maia, participa da cerimônia de lançamento do Centro de Transparência da Microsoft no Brasil - Jorge William / Agência O Globo BRASÍLIA - O presidente da Câmara e presidente em exercício da República, Rodrigo Maia (DEM-RJ), acertou nesta quarta-fe...</td>\n",
       "      <td>1865585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.8620</td>\n",
       "      <td>Presidente almoçou com lideranças empresariais japonesas e investidores dos dois países - Reprodução BRASÍLIA - O presidente Michel Temer comemorou a aprovação, em segundo turno, da PEC 241, que fixa teto de gastos para a União. Por meio do seu porta-voz, Temer disse que a vitória mostra que há...</td>\n",
       "      <td>1861179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.8350</td>\n",
       "      <td>Câmara dos Deputados durante votação da PEC 241 - Ailton de Freitas / Agência O Globo BRASÍLIA -O plenário da Câmara dos Deputados rejeitou todos os seis destaques que foram apresentados pela oposição para modificar o texto da proposta de emenda à Constituição (PEC) 241, que fixa um teto para o...</td>\n",
       "      <td>1861048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.7201</td>\n",
       "      <td>Plenário do Senado vota em 2º turno, o texto da PEC 55, que limita os gastos públicos. Renan Calheiros preside a Casa - Jorge William/Agência O Globo BRASÍLIA - O presidente do Senado, Renan Calheiros (PMDB-AL), abriu a sessão da Casa às 10h44 nesta terça-feira para votação da PEC do teto dos g...</td>\n",
       "      <td>4318422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.6962</td>\n",
       "      <td>Rodrigo Maia (DEM-RJ), presidente da Câmara dos Deputados - Ailton de Freitas / Agência O Globo BRASÍLIA — Na votação do penúltimo destaque da oposição, por volta de uma e meia da madrugada, os ânimos se acirraram no plenário da Câmara. Incomodados com a reação de deputados da base aliada de Mi...</td>\n",
       "      <td>1861178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.6696</td>\n",
       "      <td>Aprovado. Deputados da base governista e da oposição erguem faixas e cartazes durante a 1ª sessão de votação da PEC 241 na Câmara, no início de outubro - André Coelho / André Coelho/10-10-2016 BRASÍLIA - O governo intensificou a mobilização junto aos aliados para aprovar em segundo turno, amanh...</td>\n",
       "      <td>1862429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.6632</td>\n",
       "      <td>Parlamentares comemoram a aprovação da PEC do teto de gastos em segundo turno no plenário da Câmara - Givaldo Barbosa / Givaldo Barbosa/Agência O Globo BRASÍLIA - O plenário da Câmara dos Deputados aprovou na noite de terça-feira com folga, em segundo turno, o texto-base da proposta de emenda c...</td>\n",
       "      <td>1861018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.5500</td>\n",
       "      <td>O ex-líder do governo no Senado Delcídio Amaral (PT-MS) cita, no acordo de delação premiada, parte da bancada do PMDB na Casa, além de representantes da oposição, segundo reportagem da revista IstoÉ. De acordo com a publicação, o alvo principal de Delcídio é a bancada ligada ao presidente do Co...</td>\n",
       "      <td>1236279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O setor de planos e seguros de saúde ocupa, há 12 anos, o nefasto primeiro lugar no ranking de atendimentos do Instituto Brasileiro de Defesa do Consumidor (Idec), e as demandas na Justiça só aumentam. O monitoramento do cumprimento de prazos de atendimento e de cobertura dos procedimentos que ...</td>\n",
       "      <td>1536708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANS divulga lista de planos de saúde irregulares Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o processo de cancelam...</td>\n",
       "      <td>2824162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Entraram em vigor hoje (10) novas regras para cancelamento de contratos de planos de saúde a pedido do beneficiário. Segundo o Procon-SP, as operadoras não poderão cobrar multas rescisórias dos consumidores pela suspensão do plano. “A operadora não pode cobrar multa rescisória do consumidor que...</td>\n",
       "      <td>4613992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os mais de 14 mil beneficiários da Conmedh Saúde Assistência Integrada de Saúde têm 60 dias, contados a partir de hoje (1º), para mudar de operadora sem cumprir nova carência. A resolução da Agência Nacional de Saúde Suplementar (ANS) autorizando a portabilidade especial foi publicada hoje (1º)...</td>\n",
       "      <td>3265521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pesquisa do Instituto de Defesa do Consumidor (Idec) mostra que oito entre nove maiores operadoras de planos de saúde com atuação em São Paulo não cumprem prazos máximos para marcação de consultas estabelecidos pela Agência Nacional de Saúde Suplementar (ANS). Feito entre outubro e novembro, o ...</td>\n",
       "      <td>1646325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A partir desta sexta-feira, 5, 301 planos de saúde administrados por 38 operadoras estão proibidos de ser comercializados em todo o país. A suspensão foi anunciada na última terça-feira (3) pela Agência Nacional de Saúde Suplementar (ANS). De acordo com o órgão, a venda dos planos ficará suspen...</td>\n",
       "      <td>1685677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANS pode cancelar registro de 174 planos de saúde Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o processo de cancela...</td>\n",
       "      <td>2824096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANS divulga lista de operadoras de planos de saúde irregulares Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o proces...</td>\n",
       "      <td>2824156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Valor Online Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) retomou a proibição de venda de 246 planos de saúde, suspensos no fim de agosto, mas liberados posteriormente por liminares de entidades empresariais. Deste total, cerca de metade é do Grupo Amil. A agência reguladora o...</td>\n",
       "      <td>4186897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Muitos consumidores optavam por criar um registro de microempreendedor para conseguir celebrar um contrato coletivo com as operadoras de saúde - Agência O Globo -Custódio Coimbra RIO — Entra em vigor na segunda-feira, dia 29, a regulamentação da contratação de plano de saúde coletivo por empres...</td>\n",
       "      <td>5052575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.8073</td>\n",
       "      <td>Manoel Ventura,Luciana Casemiro - O Globo Tamanho do texto BRASÍLIA E RIO - Responsável por regular o setor de planos de saúde, a Agência Nacional de Saúde Suplementar (ANS) passa por uma situação parecida com ministérios, agências reguladoras e empresas estatais: tem diretorias loteadas por in...</td>\n",
       "      <td>4718078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.7641</td>\n",
       "      <td>O ministro da Saúde disse que gostaria de criar planos de saúde privados mais baratos para desonerar o SUS. A declaração precisa ser analisada com enorme cuidado. Em primeiro lugar porque vai na contramão da Constituição Federal, que determina que saúde é direito de todos e dever do Estado e co...</td>\n",
       "      <td>1200916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.7607</td>\n",
       "      <td>Os planos de saúde privados vivem um momento muito complicado. Não bastasse o desemprego que faz com que mais de um milhão de brasileiros os troquem pelo SUS, o medo do desemprego agrava o quadro, com a antecipação do uso aumentando as despesas, sem que aconteça o mesmo com a receita. No meio d...</td>\n",
       "      <td>1200543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.7567</td>\n",
       "      <td>Milícias pró-governo tomam prédios na capital da Somália Milícias aliadas ao governo da Somália tomaram diversos prédios importantes nesta quinta-feira, 28, incluindo o ex-palácio presidencial, disse um porta-voz da facção Aliança Nacional da Somália (ANS). \"Tomamos o controle de Villa Somalia\"...</td>\n",
       "      <td>2769373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.7135</td>\n",
       "      <td>Médica atende paciente: apesar de perda de clientes, operadoras de planos de saúde viram sua receita crescer em 2016 - Elza Fiúza/Agência Brasil BRASÍLIA E RIO - Responsável por regular o setor de planos de saúde, a Agência Nacional de Saúde Suplementar (ANS) passa por uma situação parecida com...</td>\n",
       "      <td>4718196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.6437</td>\n",
       "      <td>Plataforma na Bacia de Santos - Divulgação RIO - As companhias petrolíferas vão em qualquer lugar onde haja petróleo, independentemente do regime político e da situação econômica do país. A máxima, que costuma ser dita por executivos da área petrolífera, pode ser constatada diante da grande exp...</td>\n",
       "      <td>5324814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.5800</td>\n",
       "      <td>Publicidade Se a situação da saúde pública no Brasil está ruim, nunca foi, porém, tão boa. Agora que o problema está em evidência, há uma oportunidade histórica para enfrentá-lo, discuti-lo e adotar medidas para solucioná-lo. Curta o Painel do Leitor no Facebook Siga o Painel do Leitor no Twitt...</td>\n",
       "      <td>3417151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.5477</td>\n",
       "      <td>Pipocam na imprensa manifestos, entrevistas e declarações de economistas do PT que condenam a política do ajuste fiscal praticada pelo segundo governo Dilma. Em seu lugar, recomendam a adoção de políticas econômicas anticíclicas. Com isso, querem dizer que, em vez de uma política de austeridade...</td>\n",
       "      <td>1285446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.5417</td>\n",
       "      <td>A tendência não seria a redução do valor ao invés de aumento? Muito oportuna a publicação da matéria do SP Reclama de 15/7 sobre o aumento de planos de saúde coletivos. (Reajustes de contratos coletivos por adesão não seguem o valor fixado pela ANS) Os planos de saúde têm dois pesos e duas medi...</td>\n",
       "      <td>1549269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.5353</td>\n",
       "      <td>Edson Godoy Bueno, da Amil, está preocupado com a decisão da ANS de ampliar o espectro de cobertura dos planos de saúde. “Os contratos de empresas podem até suportar aumento de custos, mas os de pessoas físicas precisarão ser reajustados.” O que promoverá queda de cabelos, na certa.</td>\n",
       "      <td>2213942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.5249</td>\n",
       "      <td>PLANOS DE SAÚDE A ANS é uma mãe... O sonho de todo aposentado é ter seu reajuste anual definido pela Agência Nacional de Saúde Suplementar (ANS), e não pelo INSS. A entidade que autoriza os aumentos das operadoras de planos é muito generosa quando se trata de defendê-las. Ao contrário do INSS, ...</td>\n",
       "      <td>5381913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4871</td>\n",
       "      <td>A avaliação de Lula Em entrevista à TV portuguesa RTP, o ex-presidente Lula disse que o julgamento do mensalão pelo Supremo Tribunal Federal (STF), que resultou na condenação de petistas graúdos, foi 20% amparado em critérios jurídicos e 80% em critérios políticos. Quis, assim, sentenciar que a...</td>\n",
       "      <td>1441934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4843</td>\n",
       "      <td>ECONOMIA Aumento criminoso Considerando a inflação acumulada, da ordem de um dígito, nos últimos anos, a cobrança extorsiva de um aumento de 15% nas contas de energia da Eletropaulo é um crime contra a economia popular. A desculpa é que repassaram aumentos das empresas geradoras de energia que ...</td>\n",
       "      <td>5396472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4790</td>\n",
       "      <td>Apadrinhamento político é praga, diz o candidato No final da tarde, em vista ao Conselho Regional de Enfermagem, em São Paulo, Serra afirmou que o apadrinhamento político nas agências do governo é uma \"praga\" que precisa ser combatida para não virar \"epidemia\". \"Virou um ponto de estacionamento...</td>\n",
       "      <td>2193749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4630</td>\n",
       "      <td>PLANOS DE SAÚDE Fora da realidade A irracionalidade do aumento do preço das mensalidades dos planos de saúde merece uma reflexão mais apurada. Se, por um lado, os avanços das técnicas diagnósticas, os progressos nos recursos medicamentosos e o conhecimento de novos e caros caminhos permitem à A...</td>\n",
       "      <td>5371474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4546</td>\n",
       "      <td>FHC e Mirian Dutra É impressionante como o PT consegue absorver todos os vícios e malfeitos do País. O exemplo atual é o caso requentado da relação extraconjugal de Fernando Henrique Cardoso com a jornalista Mirian Dutra. Desta vez o aprendizado foi com o ex-presidente cassado Fernando Collor d...</td>\n",
       "      <td>1241556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4511</td>\n",
       "      <td>JUSTIÇA X CORRUPÇÃO Conduta condenável Lendo a matéria Prisão de Lula une PT e Planalto contra 2.ª instância (13/4, A4), fiquei estarrecido com a conduta dos petistas Luiz Marinho e Gilberto Carvalho, juntamente com Gilmar Mendes, de pressionar o ministro Alexandre de Moraes, do Supremo Tribuna...</td>\n",
       "      <td>5209748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4508</td>\n",
       "      <td>E agora, Josés? A festa acabou. Finalmente, após sete longos anos, o ministro Joaquim Barbosa, relator da Ação Penal 470, o mensalão, no Supremo Tribunal Federal (STF), iniciou o julgamento do chamado \"núcleo político\" do fétido esquema e, com certeza, finalizará com chave de ouro sua brilhante...</td>\n",
       "      <td>1686832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4435</td>\n",
       "      <td>Temos de ficar muito atentos nos próximos dias. Ontem ouvi a candura com a qual Renan verbalizou a \"necessidade\" de mudar os termos da delação premiada, certamente temeroso pelo fato de que Brasília tenha virado de pernas para o ar com as informações de Sérgio Machado, já contando com novas ond...</td>\n",
       "      <td>1208944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.4411</td>\n",
       "      <td>AGÊNCIAS REGULADORAS Feudos políticos Sem regra clara, agências são dominadas por políticos (23/4, A1). E por que são tão disputadas por políticos? Pela simples razão de serem os diretores dessas agências que definem – por vias tarifárias – o dinheiro que entra e sai nas empresas monopolísticas...</td>\n",
       "      <td>5232928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.8970</td>\n",
       "      <td>BRASÍLIA - O ministro do Desenvolvimento, Indústria e Comércio Exterior, Armando Monteiro Neto (PTB-PE), volta a ocupar, nesta segunda-feira, 9, sua vaga de senador por Pernambuco, para votar contra o impeachment da presidente Dilma Rousseff na quarta, 11. A exoneração do ministro, que estava l...</td>\n",
       "      <td>1220734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.8577</td>\n",
       "      <td>O ministro do Desenvolvimento, Indústria e Comércio Exterior, Armando Monteiro, foi exonerado, a pedido, para votar no processo de impeachment no Senado Federal. Monteiro tem mandato de senador pelo PTB-PE e vai votar contra o afastamento da presidenta Dilma Rousseff. A exoneração foi publicada...</td>\n",
       "      <td>3247101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.6789</td>\n",
       "      <td>Brasília - Por unanimidade, a Comissão de Ética Pública da Presidência da República decidiu aplicar nesta manhã advertência ao presidente do Conselho Administrativo de Defesa Econômica (Cade), Vinicius Carvalho. Na prática, a punição vai constar no currículo de Carvalho. O processo foi aberto a...</td>\n",
       "      <td>1506152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.6503</td>\n",
       "      <td>Novo diretor da CIA pede mudança na lei que proíbe escutas sem autorização O general nomeado para o cargo de diretor da CIA, Michael Hayden, sugeriu a um senador democrata a realização de mudanças na lei que permite o monitoramento telefônico em território americano. Para o presidente George W....</td>\n",
       "      <td>2816395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.6258</td>\n",
       "      <td>O Globo,Com agências internacionais Tamanho do texto NOVA YORK - Glenn Greenwald, o jornalista que divulgou os programas secretos de vigilância dos Estados Unidos, afirmou nesta terça-feira que haverá novas revelações importantes. Greenwald, que escreve para o “The Guardian” e mora no Rio desde...</td>\n",
       "      <td>4197696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.6142</td>\n",
       "      <td>\"Os mercados financeiros têm estado voláteis o ano inteiro, mas o mercado de arte continua com bom desempenho\", disse Marc Porter, presidente da Christies Americas. \"Está incrivelmente forte.\" Tanto a Christies quanto a Sothebys estão oferecendo muitas obras avaliadas em mais de 10 milhões de d...</td>\n",
       "      <td>1889108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.5646</td>\n",
       "      <td>Atualizado às 22h15 Brasília - O PMDB manobrou nesta terça-feira, 14, na CPI da Petrobrás e conseguiu aprovar que a oitiva de Fernando Soares, o Fernando Baiano, apontado como um dos operadores do partido no esquema de corrupção na estatal investigado pela Operação Lava Jato, seja em sessão fec...</td>\n",
       "      <td>1316223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.5628</td>\n",
       "      <td>Cheney: agressividade dos EUA impediram novos ataques ao país O vice-presidente dos Estados Unidos, Dick Cheney, disse nesta segunda-feira que a ação agressiva dos Estados Unidos é responsável pela prevenção de novos ataques terroristas desde os atentados de 11 de setembro de 2001. \"Ninguém pod...</td>\n",
       "      <td>2808026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.5421</td>\n",
       "      <td>A declaração da ONU foi celebrada por diversos governos, incluindo o do Brasil, que se preparam para pressionar os EUA na entidade diante do mal-estar causado pelo esquema de vigilância denunciado por Snowden. Para Brasília, a declaração amplia a possibilidade da aprovação de uma resolução na O...</td>\n",
       "      <td>1550460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.5205</td>\n",
       "      <td>Facebook. Diego Dzodan é anunciado vice-presidente do Facebook para a América Latina, tendo comandado anteriormente na região Software AG e SAP. Transpetro. A Transpetro tem como novo presidente o até então gerente executivo corporativo de abastecimento da Petrobras, Antônio Rubens Silva Silvin...</td>\n",
       "      <td>1298786</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
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       "10         1.0              0.7987   \n",
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       "12         2.0              0.5921   \n",
       "13         2.0              0.5420   \n",
       "14         2.0              0.5118   \n",
       "15         2.0              0.4905   \n",
       "16         2.0              0.4880   \n",
       "17         2.0              0.4383   \n",
       "18         2.0              0.4375   \n",
       "19         2.0              0.4357   \n",
       "20         2.0              0.4158   \n",
       "21         3.0              1.0000   \n",
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       "24         3.0              0.9276   \n",
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       "30         3.0              0.7938   \n",
       "31         4.0              1.0000   \n",
       "32         4.0              1.0000   \n",
       "33         4.0              1.0000   \n",
       "34         4.0              0.9413   \n",
       "35         4.0              0.8789   \n",
       "36         4.0              0.7653   \n",
       "37         4.0              0.7515   \n",
       "38         4.0              0.7481   \n",
       "39         4.0              0.6945   \n",
       "40         4.0              0.6741   \n",
       "41         5.0              1.0000   \n",
       "42         5.0              1.0000   \n",
       "43         5.0              0.8592   \n",
       "44         5.0              0.8580   \n",
       "45         5.0              0.8536   \n",
       "46         5.0              0.8458   \n",
       "47         5.0              0.7976   \n",
       "48         5.0              0.7906   \n",
       "49         5.0              0.7630   \n",
       "50         5.0              0.7553   \n",
       "51         6.0              1.0000   \n",
       "52         6.0              1.0000   \n",
       "53         6.0              1.0000   \n",
       "54         6.0              1.0000   \n",
       "55         6.0              1.0000   \n",
       "56         6.0              1.0000   \n",
       "57         6.0              1.0000   \n",
       "58         6.0              0.9861   \n",
       "59         6.0              0.9201   \n",
       "60         6.0              0.8903   \n",
       "61         7.0              1.0000   \n",
       "62         7.0              1.0000   \n",
       "63         7.0              1.0000   \n",
       "64         7.0              1.0000   \n",
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       "72         8.0              1.0000   \n",
       "73         8.0              1.0000   \n",
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       "78         8.0              1.0000   \n",
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       "80         8.0              1.0000   \n",
       "81         9.0              1.0000   \n",
       "82         9.0              1.0000   \n",
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       "85         9.0              1.0000   \n",
       "86         9.0              0.9999   \n",
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       "101       11.0              1.0000   \n",
       "102       11.0              1.0000   \n",
       "103       11.0              1.0000   \n",
       "104       11.0              1.0000   \n",
       "105       11.0              1.0000   \n",
       "106       11.0              1.0000   \n",
       "107       11.0              1.0000   \n",
       "108       11.0              1.0000   \n",
       "109       11.0              1.0000   \n",
       "110       11.0              1.0000   \n",
       "111       12.0              1.0000   \n",
       "112       12.0              1.0000   \n",
       "113       12.0              1.0000   \n",
       "114       12.0              0.9999   \n",
       "115       12.0              0.9999   \n",
       "116       12.0              0.9999   \n",
       "117       12.0              0.9999   \n",
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       "120       12.0              0.8228   \n",
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       "122       13.0              0.9473   \n",
       "123       13.0              0.7996   \n",
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       "125       13.0              0.5387   \n",
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       "128       13.0              0.4702   \n",
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       "130       13.0              0.4505   \n",
       "131       14.0              1.0000   \n",
       "132       14.0              1.0000   \n",
       "133       14.0              1.0000   \n",
       "134       14.0              1.0000   \n",
       "135       14.0              1.0000   \n",
       "136       14.0              1.0000   \n",
       "137       14.0              1.0000   \n",
       "138       14.0              1.0000   \n",
       "139       14.0              1.0000   \n",
       "140       14.0              1.0000   \n",
       "141       15.0              1.0000   \n",
       "142       15.0              1.0000   \n",
       "143       15.0              1.0000   \n",
       "144       15.0              1.0000   \n",
       "145       15.0              1.0000   \n",
       "146       15.0              1.0000   \n",
       "147       15.0              0.8393   \n",
       "148       15.0              0.8151   \n",
       "149       15.0              0.8115   \n",
       "150       15.0              0.7995   \n",
       "151       16.0              1.0000   \n",
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       "\n",
       "                                                                                                                                                                                                                                                                                                            Text  \\\n",
       "1     A Agência Nacional de Saúde Suplementar (ANS) encerra neste domingo (25) as inscrições do processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. ...   \n",
       "2     A Agência Nacional de Saúde Suplementar (ANS) prorrogou as inscrições do processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. Os salários são R...   \n",
       "3     A Agência Nacional de Saúde Suplementar (ANS) lançou processo seletivo simplificado para 89 vagas temporárias de nível superior para desenvolvimento de atividades temporárias, nas áreas de administração, direito, economia e contabilidade, no Rio de Janeiro. Os salários são R$ 3.800 e R$ 6.130. ...   \n",
       "4     Grevistas reivindicam manutenção do plano Correios Saúde (Foto: Reprodução/TV Asa Branca) Os funcionários dos Correios de Caruaru, no Agreste de Pernambuco, aderiram a greve por tempo indeterminado deflagrada nesta quarta-feira (29), após assembleia realizada no município e nas cidades de Petro...   \n",
       "5     Marcelo Lima dos Anjos foi nomeado em junho de 2009 para acompanhar a operação de resgate financeiro da Odontus Cooperativa dos Odontólogos, no Distrito Federal. O fato de Anjos ter sido preso um ano antes sob acusação de estelionato não impediu a sua indicação, aprovada em reunião por todos os...   \n",
       "6     Com determinação de greve, cerca de 2.800 servidores dos Correios no Ceará trabalharam nesta sexta-feira (31) no Estado, segundo a diretoria da empresa estatal. O número corresponde a 92% do total de funcionários. Em todo o Brasil, 95,35 do efetivo total de servidores trabalharam nesta sexta. O...   \n",
       "7     Os funcionários do Correios em Pernambuco decidiram deflagrar greve por tempo indeterminado em assembleia realizada na noite desta quarta-feira (29), na sede do sindicato da categoria, em Santo Amaro, área central do Recife. Os trabalhadores cruzam os braços já partir desta quinta (30). Com iss...   \n",
       "8     BRASÍLIA - Após 16 dias de greve, o Tribunal Superior do Trabalho (TST) definiu nesta quinta-feira, por unanimidade, em 6,5% o reajuste para os empregados da Empresa Brasileira dos Correios e Telégrafos (ECT). Os funcionários dos Correios voltam ao trabalho a partir desta sexta-feira, de acordo...   \n",
       "9     Carteiros querem mudança no horário das entregas, diz sindicato (Foto: Reprodução/TVCA) Pelo menos 150 funcionários dos Correios do Amazonas devem aderir à greve nacional a partir desta quinta-feira (30). A decisão foi tomada durante assembleia realizada na noite desta quarta-feira (29), na Pra...   \n",
       "10    SÃO PAULO - Os bancários da Caixa Econômica Federal de São Paulo e os funcionários dos Correios aceitaram na tarde desta quinta-feira o fim das greves. Com isso, voltam a trabalhar nesta sexta-feira. Os funcionários da Caixa na capital paulista, paralisados desde o último dia 18, haviam rejeita...   \n",
       "11    DF tem maior nível de consumo abusivo de álcool do país, aponta estudo Levantamento é da Agência Nacional de Saúde Suplementar (ANS). Pesquisa considera abusivo consumo acima de 4 ou 5 doses em uma mesma ocasião, dentro de 30 dias. Por G1 DF DF tem o maior índice de adultos que consomem bebida ...   \n",
       "12    \"Essas radiações serão extraordinariamente fracas, ao ponto de não serem detectadas pelo equipamento normal de mediação\", disse o presidente da ANS, André-Claude Lacoste. Segundo ele, a radiação de Fukushima será de 1 mil a 10 mil vezes menos significante que a radiação que atingiu o país prove...   \n",
       "13    ÂNGELO LUIZ MANCINI NETO São Paulo A Agência Nacional de Saúde Suplementar (ANS) informa que é fundamental que o consumidor formalize o mais rapidamente possível uma reclamação na ANS, para que se apure se houve alguma irregularidade. Pode ser pelo Disque ANS (0800 701 9656), pelo Fale Conosco ...   \n",
       "14    Um alerta na saúde: o Brasil tem uma cobertura vacinal de adultos que não chega nem perto do desejado. Todas as quatro vacinas recomendadas para pessoas de 20 a 59 anos estão abaixo do considerado ideal. Enquanto isso, o sarampo volta a registrar surtos. No país da Copa, pausa nos jogos, mas nã...   \n",
       "15    Leonardo Augusto, Especial para O Estado de São Paulo BELO HORIZONTE - Uma pessoa morreu e duas ficaram feridas na queda de um avião de pequeno porte hoje, 9, em Baependi, região sul de Minas, conforme informações do Corpo de Bombeiros. As três seriam da mesma família. Os nomes das vítimas aind...   \n",
       "16    Quando se iniciou na crítica, ainda adolescente, à frente do Correio do Brasil - revista que fundou em Lisboa com apenas 15 anos de idade -, Oliveira Lima talvez pensasse em fazer dessa modesta incursão editorial uma afirmação acadêmica do aluno aplicado que ele sempre foi. Ou, mesmo, em ameniz...   \n",
       "17    Tudo definido. A Copa do Mundo avança à próxima fase e já tem desenhados os próximos confrontos nas oitavas de final. Depois de vencer a Inglaterra por 1 a 0, a Bélgica entra no caminho do Brasil rumo ao hexa. Pela 1ª vez em um mundial, o fair play entrou em campo e garantiu a classificação do ...   \n",
       "18    Bom dia! O G1 reuniu os principais assuntos desta quinta-feira (20), com o que você precisa saber para começar o dia bem informado. Desemprego O IBGE divulga a taxa de brasileiros sem ocupação em julho. O índice registra alta desde janeiro. O 1º semestre terminou com a taxa de desemprego em 6,9...   \n",
       "19    À esquerda, a motorista brasiliense Janaíne Barcelos antes de dar início ao processo para fazer cirurgia bariátrica; à direita, depois de perder 41 kg (Foto: Janaíne Barcelos/Arquivo Pessoal) Nesse processo de emagrecimento eu chorei muito. Sou dessas de querer estar perto, de incentivar, de ch...   \n",
       "20    Jovem de 20 anos com distúrbio mental aguarda há dois anos para fazer cirurgia no cerebro. Um jovem de 20 ans que é morador da cidade de Vitória da Conquista, na região sudoeste da Bahia, e que sofre de distúrbio mental aguarda há mais de dois anos para fazer uma cirurgia no cérebro. A avó do r...   \n",
       "21    Para evitar o parto agendado, a ANS (Agência Nacional de Saúde Suplementar) lançou uma campanha contra cesárea eletiva. Desenvolvida em parceria com o hospital Albert Einstein e o IHI (Institute for Healthcare Improvemente), a campanha pede que as mães digam não ao parto agendado. Segundo Marth...   \n",
       "22                  Publicidade Reduzir a taxa de cesáreas e ao mesmo tempo permitir que o parto seja feito por um médico de confiança da grávida. Esses são os princípios do projeto-piloto implantado inicialmente pelo Hospital Israelita Albert Einstein em parceria com a ANS... Leia post completo no blog   \n",
       "23    O dia preferido para se marcar uma cesárea em São Paulo é a segunda-feira. Estudo do professor de estatísticas da saúde da Faculdade de Saúde Pública da USP, Alexandre Chiavegatto Filho, mostra que esse é o dia com maior número de partos cirúrgicos de toda a semana. Por outro lado, o dia com me...   \n",
       "24    Bebê nascido em cesárea; a cesariana é um recurso importante para salvar vidas, mas não deve ser feita desnecessariamente (Foto: BBC) Cientistas de 25 países resolveram estudar o impacto da realização de cesarianas em grávidas de gêmeos. O esforço internacional foi motivado pelo aumento do núme...   \n",
       "25    Publicidade Cientistas de 25 países resolveram estudar o impacto da realização de cesarianas em grávidas de gêmeos. O esforço internacional foi motivado pelo aumento do número de cirurgias agendadas nestes casos em todo o mundo devido à crença de que há um risco maior para a mãe e os bebês quan...   \n",
       "26    As férias chegaram e todos querem um tempo para relaxar, viajar e se divertir. Até mesmo seu obstetra, que tem todo direito de descansar. Mas o bebê não precisa seguir a agenda dele ou do restante da família para nascer. Levantamentos mostram que há uma incidência maior de cesáreas agendadas an...   \n",
       "27    Publicidade De um lado, gestantes que condenam qualquer pressão ou interferência externa no tipo de parto de seus filhos. De outro, as que referendam a tese de que há uma cultura da cesárea –ou, ainda que não façam questão do parto normal, que rejeitam a antecipação do nascimento. A discussão j...   \n",
       "28    Shayane, o marido e os três filhos: o mais novo, Davi, nasceu de parto natural e incentivou a mãe a ajudar outras gestantes (Foto: Reprodução/Facebook/Shayane Machado) Shayane de Melo Machado, de 32 anos, é mãe de três filhos. O filho mais novo, Davi, nasceu há pouco mais de três anos e mudou a...   \n",
       "29    Publicidade A divulgação das novas regras em relação ao parto por cesárea voltou a dividir parte de quem atua no setor. Enquanto representantes de associações de obstetras elogiam a medida, movimentos que defendem o parto normal questionam o fato de as medidas serem voltadas apenas ao parto cir...   \n",
       "30    A funcionária pública Damaris Carvalho, 36, nasceu de um parto violento. Sua mãe sofreu com muitas intervenções desnecessárias. Por isso, ela achava que a forma mais segura de dar à luz era pela cesárea. Até que ela assistiu ao trailer do documentário “O Renascimento do Parto”. “Nasci em um par...   \n",
       "31    José Carlos de Souza Abrahão, diretor-presidente da ANS. anunciou novo rol de procedimentos dos planos de saúde no dia 28 de outubro (Foto: Káthia Mello/G1) A partir deste sábado (2), os planos de saúde terão, obrigatoriamente, de cobrir 21 novos procedimentos, entre eles o teste rápido para de...   \n",
       "32    A Agência Nacional de Saúde (ANS) divulgou na quarta-feira (28), uma nova lista de procedimentos que deverão ter cobertura obrigatória pelos planos de saúde em 2016. Foram acrescentados 21 procedimentos em relação à última lista, entre eles o teste rápido para dengue (o exame atualmente disponí...   \n",
       "33    José Carlos de Souza Abrahão, diretor-presidente da ANS. anunciou novo rol de procedimentos dos planos de saúde nesta quarta-feira (28) (Foto: Káthia Mello/G1) A Agência Nacional de Saúde (ANS) divulgou nesta quarta-feira (28), uma nova lista de procedimentos que deverão ter cobertura obrigatór...   \n",
       "34    A regra vale para beneficiários de planos de saúde individuais e coletivos e representa cobertura obrigatória para novos procedimentos. Segundo a ANS, a medida beneficia 42,5 milhões de consumidores com planos de saúde de assistência médica e outros 18,7 milhões consumidores com planos exclusiv...   \n",
       "35    BRASÍLIA - O Ministério da Saúde e a Agência Nacional de Saúde Suplementar (ANS) anunciaram nesta segunda-feira, 21, um novo rol de cobertura que deve ser oferecido pelos planos de saúde. Beneficiários terão direito a mais 87 procedimentos, incluindo 37 medicamentos orais para o tratamento domi...   \n",
       "36    A partir de hoje os planos de saúde serão obrigados a cobrir 21 novos procedimentos, entre eles o teste rápido para diagnosticar dengue. Além disso, houve a ampliação do número de consultas com fonoaudiólogo, nutricionistas, fisioterapeutas e psicoterapeutas, por exemplo. Segundo a Agência Naci...   \n",
       "37    Publicidade As operadoras de planos de saúde serão obrigadas a cobrir o teste rápido para o vírus da dengue a partir de janeiro de 2016. O exame oferecido pelas empresas atualmente leva sete dias. O resultado do teste rápido sai em até 24 horas. Boletim divulgado pelo Ministério da Saúde aponta...   \n",
       "38    A Agência Nacional de Saúde Suplementar (ANS) atualizou a lista de procedimentos que devem ser oferecidos pelos planos de saúde. Pela primeira vez, foi incluído um medicamento para tratamento de esclerose múltipla, e também foi ampliada a lista de remédios contra o câncer. As novas regras entra...   \n",
       "39    A Agência Nacional de Saúde Suplementar (ANS) publica nesta quinta-feira, dia 12, uma nota técnica com normas para garantir a cobertura de exames genéticos pelos planos de saúde. Um dos exames contemplados é a análise dos genes BRCA 1 e BRCA 2, que aumentam o risco de câncer de mama. A alteraçã...   \n",
       "40    EXTRA Tamanho do texto A Agência Nacional de Saúde (ANS) divulgou, nesta quarta-feira, uma novo rol de procedimentos médicos e laboratoriais que deverão ter cobertura obrigatória dos planos de saúde, a partir de 2016. À última lista divulgada, foram acrescentados 21 itens, incluindo o teste ráp...   \n",
       "41    BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) publicou nesta sexta-feira, 25, no Diário Oficial da União resolução que regulamenta a lei que trata dos planos de saúde e assegura aos desempregados (demitidos ou exonerados sem justa causa) e aposentados a manutenção temporária de assis...   \n",
       "42    Quem tem direito a manter o plano de saúde? Empregados demitidos sem justa causa e aposentados que tenham contribuído com o plano empresarial. Para que planos valem as regras? Para todos os planos contratados a partir de janeiro de 1999 ou adaptados à lei 9656 de 1998. Há alguma condição para a...   \n",
       "43    Os aposentados e demitidos sem justa causa têm direito à manutenção do plano de saúde, desde que cumpra os requisitos previstos na Lei 9.656/98 e que assuma o pagamento integral da mensalidade. DIREITO DOS APOSENTADOS A manutenção do plano de saúde aos aposentados é de extrema importância, pois...   \n",
       "44    Dos males, o menor. Em um ano em que o desemprego aumentou significativamente e já atinge cerca de 11 milhões de brasileiros, saiba que em caso de demissão sem justa causa o ex-empregado pode manter o plano de saúde empresarial, desde que passe a arcar com o pagamento integral do serviço. Exerc...   \n",
       "45    Publicidade A Câmara dos Deputados aprovou nesta quinta-feira (27) projeto que cria o VGBL-Saúde, seguro com cobertura de sobrevivência —ou seja, que é pago em vida— que permite ao trabalhador usar os recursos acumulados e usar em despesas com saúde. O projeto, de autoria do deputado Lucas Verg...   \n",
       "46    Demitidos e aposentados passam agora a ter garantidas as mesmas condições do plano de saúde empresarial que tinham durante o contrato de trabalho. A regra é da Agência Nacional de Saúde Suplementar (ANS) e foi publicada nessa sexta-feira, 25. Para ter direito ao beneficio, o ex-empregado deverá...   \n",
       "47    Agência Nacional de Saúde quer acabar com ruídos na comunicação entre beneficiário e operadora de plano de saúdeWILSON DIAS-ABR Resolução Normativa da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (11) no Diário Oficial da União regulamenta pedido de cancelamento de contrato de pla...   \n",
       "48    Extra Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) divulgou uma cartilha com informações para os consumidores que desejam manter o plano de saúde oferecido pela empresa na aposentadoria ou nos casos de demissão sem justa causa. A cartilha, disponível no site da agência regulad...   \n",
       "49    - Arquivo RIO — A Comissão de Assuntos Sociais (CAS), analisará, de forma terminativa, projeto que assegura ao beneficiário de plano de saúde decorrente de vínculo empregatício a manutenção do benefício, após a aposentadoria, independentemente do período de permanência no emprego, desde que pas...   \n",
       "50    - Arquivo RIO — Um funcionário que trabalhe por dez anos em uma empresa e esteja para se aposentar pode ter o direito de continuar como beneficiário de plano de saúde coletivo, isento de carência, nas mesmas condições da cobertura assistencial e de preço per capita do contrato empresarial. Para...   \n",
       "51    A Amil, que ficou em 1º lugar no ranking do Procon-SP de reclamações contra planos de saúde, informou que 82% das solicitações feitas pelos seus clientes foram \"finalizadas positivamente\". Em nota, a empresa explica que sobre o ranking realizado pela Fundação Procon-SP, considerando um total de...   \n",
       "52    Porto Seguro vende carteira de clientes individuais de saúde para Amil A Porto Seguro vendeu a carteira de apólices de seguro saúde de clientes individuais para a Amil Assistência Médica Internacional. Segundo fato relevante, a companhia obteve hoje autorização da Agência Nacional de Saúde Supl...   \n",
       "53    A Uniodonto Sorocaba, cooperativa líder no segmento de planos odontológicos, firmou parceria com a Unimed Itapetininga, em março deste ano. Com essa novidade, o beneficiário pode escolher entre planos odontológicos e agora também contratar juntamente o plano médico – aumentando o leque de possi...   \n",
       "54    A Uniodonto Sorocaba, cooperativa líder no segmento de planos odontológicos, firmou parceria com a Unimed Itapetininga, em março deste ano. Com essa novidade, o beneficiário pode escolher entre planos odontológicos e agora também contratar juntamente o plano médico – aumentando o leque de possi...   \n",
       "55    \"A Amil apoia e defende iniciativas que contribuam positivamente para o aperfeiçoamento do sistema de saúde como um todo e que proporcionam melhorias no acesso e na qualidade do atendimento aos clientes.\" A companhia, entretanto, diz lamentar o fato de não ser considerado o número de clientes v...   \n",
       "56    SÃO PAULO - A americana UnitedHealth Group (UHG)anunciou nesta segunda-feira a compra da operadora de planos de saúde Amil, em um negócio que pode chegar a R$ 9,92 bilhões. A empresa vai pagar R$ 6,5 bilhões pelos 58,9% que estão nas mãos dos controladoras da companhia: o fundador Edson Bueno e...   \n",
       "57    Porto Seguro vende carteira de clientes para Amil A Porto Seguro vendeu a carteira de apólices de seguro saúde de clientes individuais para a Amil Assistência Médica Internacional. Segundo fato relevante, a companhia obteve nesta terça-feira autorização da Agência Nacional de Saúde Suplementar ...   \n",
       "58    A americana UnitedHealth Group (UHG)anunciou ontem a compra da operadora de planos de saúde Amil, em um negócio que pode chegar a R$ 9,92 bilhões. A empresa vai pagar R$ 6,5 bilhões pelos 58,9% que estão nas mãos dos controladoras da companhia: o fundador Edson Bueno e sua sócia e ex-esposa, Du...   \n",
       "59    SÃO PAULO - A Amil Participações anunciou nesta quarta-feira, 21, a compra do grupo Hospitais Privados de Portugal (HPP) por 85,6 milhões de euros, incluindo dívida. O acordo, firmado com a Caixa Seguros e Saúde, controladora do HPP, prevê acréscimo potencial de 6 milhões de euros no valor da a...   \n",
       "60    O contrato estabelece que o valor de aquisição das ações ordinárias a ser pago pela UHG pelas ações da JPL foi fixado em R$ 6.498.296.350,28, equivalente a R$ 7,917426 por ação ordinária da JPL e R$ 30,75000 por ação ordinária de emissão da Amilpar, representando um valor de mercado para a Amil...   \n",
       "61    O SineBahia divulgou as vagas de emprego para esta quarta-feira (17) em Salvador e Lauro de Freitas. Na capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de atendimento é das 7h às 17h. As...   \n",
       "62    O SineBahia divulgou as vagas de emprego para esta quinta-feira (18) em Salvador e Lauro de Freitas. Na capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de atendimento é das 7h às 17h. As...   \n",
       "63    Agência Nacional de Saúde Suplementar (ANS) Inscrições Até 21 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) encerra neste domingo (21) as inscrições do processo seletivo para 200 vagas temporárias de nível mé...   \n",
       "64    Agência Nacional de Saúde Suplementar (ANS) Inscrições De 2 a 16 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) abre nesta terça-feira (2) as inscrições do processo seletivo para 200 vagas temporárias de nível...   \n",
       "65    O SineBahia divulgou as vagas de emprego para esta terça-feira (16) em Salvador e Lauro de Freitas, na região metropolitana. No caso da capital baiana, os candidatos devem se dirigir à unidade central, localizada na Avenida ACM, no Edifício Torres do Iguatemi, ou aos postos do SAC. O horário de...   \n",
       "66    Agência Nacional de Saúde Suplementar (ANS) Inscrições Até 21 de julho Vagas 200 Salário R$ 3.800 e R$ 6.130 Taxa R$ 78 e R$ 92 Provas 8 de setembro A Agência Nacional de Saúde Suplementar (ANS) prorrogou as inscrições do processo seletivo para 200 vagas temporárias de nível médio e superior. O...   \n",
       "67    Hospital Regional de Santarém é referência para mais de 1,1 milhão de pessoas dos 20 municípios do oeste do Pará (Foto: Geovane Brito/G1) O Hospital Regional do Baixo Amazonas (HRBA) foi eleito o melhor hospital público das regiões norte e nordeste do Brasil, na categoria “Instituição do Ano - ...   \n",
       "68    Segundo ele, os primeiros seis meses comprovaram a desaceleração no ritmo de crescimento dos planos de saúde, que vinha sendo notada no ano passado. Dados da Agência Nacional de Saúde (ANS) mostram que os planos de assistência médica alcançaram 49,2 milhões de beneficiários em junho, cresciment...   \n",
       "69    A Agência Nacional de Saúde Suplementar (ANS) divulgou hoje (20) os resultados do Programa de Qualificação dos Prestadores de Serviços de Saúde (Qualiss). A partir de agora, beneficiários de planos de saúde e demais interessados podem consultar no site da reguladora hospitais, clínicas, laborat...   \n",
       "70    Hospital Regional do Baixo Amazonas em Santarém (Foto: Adonias Silva/G1) A Agência Nacional de Saúde Suplementar (ANS) publicou os nomes dos hospitais que possuem os mais altos padrões de qualidade no atendimento fornecido à população. A lista contempla 133 hospitais, sendo que apenas três estã...   \n",
       "71    Publicidade A ANS (Agência Nacional de Saúde Suplementar) tornou obrigatória a cobertura de testes pelos planos de saúde na detecção de anticorpos do vírus da zika, transmitido pelo mosquito Aedes aegypti. Os exames, segundo a agência, deverão ser assegurados para gestantes, bebês filhos de mãe...   \n",
       "72    Imagem de micrografia eletrônica de transmissão colorida digitalmente mostra o vírus da zika; na imagem colorida digitalmente, o vírus é representado pelos pontos vermelhos (Foto: CDC/Cynthia Goldsmith) Os testes para diagnosticar a infecção pelo vírus da zika passarão a ter cobertura obrigatór...   \n",
       "73    A Agência Nacional de Saúde incluiu 21 novos procedimentos e remédios na cobertura obrigatória dos planos de saúde. Os planos serão obrigados a pagar, por exemplo, o teste rápido da dengue que dá o resultado em 24 horas. Outra novidade é o implante de cardiodesfibrilador. É como se fosse um mar...   \n",
       "74    Unidades de saúde da rede pública da cidade de São Paulovão passar a oferecer, na segunda-feira (18), o teste rápido para detectar a dengue. O resultado, que demorava dias para sair no modelo de teste anterior, agora vai ficar pronto em 20 minutos. Os dispositivos do teste são parecidos com os ...   \n",
       "75    Para fazer o teste rápido de detecção da dengue, o paciente terá o sangue coletado como num exame de sangue tradicional, não sendo necessário ficar em jejumArquivo/Agência Brasil A rede pública municipal de saúde começa hoje (18) a fazer testes rápidos – os resultados ficam prontos em 20 minuto...   \n",
       "76    Imagem de micrografia eletrônica de transmissão colorida digitalmente mostra o vírus da zika; na imagem colorida digitalmente, o vírus é representado pelos pontos vermelhos (Foto: CDC/Cynthia Goldsmith) Os testes para diagnosticar a infecção pelo vírus da zika passam a ter cobertura obrigatória...   \n",
       "77    Teste rápido para detecção do vírus ZikaSayonara Moreno/Agência Brasil Saiba Mais CORREÇÃO: ANS regulamenta cobertura de testes do vírus Zika por planos de saúde A partir de hoje (6), os planos de saúde terão que cobrir obrigatoriamente três exames de detecção do vírus Zika para públicos especí...   \n",
       "78    Os planos de saúde terão de fazer a cobertura de três exames para detecção do vírus da zika a partir desta quarta-feira, 6. A inclusão dos testes foi determinada pela Agência Nacional de Saúde Suplementar (ANS), que deu um prazo de um mês para que a incorporação fosse realizada. Inicialmente, a...   \n",
       "79    A partir da próxima quarta-feira (6), os planos de saúde terão que cobrir obrigatoriamente três exames de detecção do vírus Zika. Os procedimentos deverão ser disponibilizados para gestantes, bebês filhos de mães com diagnóstico de infecção pelo vírus, bem como aos recém-nascidos com malformaçã...   \n",
       "80    RIO - A partir de 6 de julho, os planos de saúde estarão obrigados a oferecer aos seus clientes três exames para detecção do vírus zika. A determinação consta de norma da Agência Nacional de Saúde Suplementar (ANS) publicada no Diário Oficial da União desta segunda-feira, 6. A agência estabelec...   \n",
       "81    SÃO PAULO - A superlotação no pronto atendimento e a demora para consultas médicas estão entre os principais problemas apontados por usuários de plano de saúde no Estado de São Paulo. Segundo pesquisa Datafolha divulgada nesta quinta-feira, 1º, 84% dos entrevistados que usaram o serviço nos últ...   \n",
       "82    Médicos de todo País que atendem planos de saúde fazem hoje protestos pelo reajuste da remuneração por consulta. Em 12 Estados, o movimento prevê a suspensão por até 24 horas de consultas e cirurgias que não são consideradas de urgência e emergência. Em São Paulo, uma manifestação está programa...   \n",
       "83    Esta é a terceira vez em um ano que médicos conveniados a planos de saúde protestam contra baixos vencimentos e condições inadequadas de trabalho. No Rio, representantes do Conselho Federal de Medicina deverão entregar à Agência Nacional de Saúde Suplementar um documento com quinze reivindicaçõ...   \n",
       "84    Os clientes de planos de saúde vão ganhar mais rapidez na aprovação de procedimentos cirúrgicos e na liberação de autorizações para exames médicos. A Agência Nacional de Saúde Suplementar (ANS) vai unificar nomes, códigos dos pedidos dos procedimentos médicos e modelos das guias a serem preench...   \n",
       "85    ANS decreta liquidação de 4 planos de saúde A Agência Nacional de Saúde Suplementar (ANS) decretou hoje a liqüidação extrajudicial de quatro operadoras de planos de saúde: a mineira Clideme Assistência Médica-Dentária S/C Ltda. e as capixabas MJA - Assistência Médica Ltda., AMEP Assistência Méd...   \n",
       "86    ANS multa dez planos de saúde A Agência Nacional de Saúde Suplementar (ANS) liquidou extrajudicialmente o Plano de Assistência Médica Miller (RJ), e multou outros dez. Proclin Saúde, Unimed, Golden Cross, Secovimed. SST Odonto e MJA Assistência Médica receberam até R$ 50 mil em multas por atend...   \n",
       "87    A conclusão é de um levantamento que vem sendo preparado pela Associação de Obstetrícia e Ginecologia do Estado de São Paulo (Sogesp) desde 2010, para o qual foram coletados dados de 44 planos de saúde. O procedimento com o valor mais defasado, segundo o estudo, é a retirada de útero (histerect...   \n",
       "88    Planos de saúde chegam a pagar apenas R$ 25,20 por consultas com ginecologistas e obstetras no Estado de São Paulo. O valor adequado seria R$ 60, de acordo com a Classificação Brasileira Hierarquizada de Procedimentos Médicos (CBHPM) de 2010. Pela retirada de um nódulo mamário, médicos recebem ...   \n",
       "89    Citada em todas as sete categorias, a Caixa de Assistência dos Funcionários do Banco do Brasil (Cassi) se destacou como a operadora que mais interfere na autonomia do médico. A Amil, mencionada em cinco aspectos, é a segunda marca com maior presença. Bradesco Saúde é lembrado entre os planos qu...   \n",
       "90    A pesquisa, do Datafolha, entrevistou 804 paulistas que usaram seus planos de saúde nos últimos 24 meses - e 77% relataram alguma dificuldade no atendimento. Em média, cada um teve quatro problemas distintos. \"Esse porcentual é inaceitável para um sistema em que o atendimento é pago\", afirma Fl...   \n",
       "91    O tema será levado à câmara técnica da Agência Nacional de Saúde (ANS), informou hoje o presidente da Abramge, Arlindo de Almeida, no encerramento do 15º congresso da entidade, realizado no Rio de Janeiro. \"Eu sou favorável a oferecer vantagens aos pacientes que, por exemplo, não fumem\", defend...   \n",
       "92    Relator da proposta, o senador Romero Jucá (PMDB-RR) anunciou um acordo para resolver questões que geraram impasse e vinham impedindo a votação do relatório. \"Estamos retirando do cálculo da saúde o saneamento, o Programa Academia de Saúde, a Agência Nacional de Saúde (ANS) e os gastos com resí...   \n",
       "93    A Associação Brasileira de Medicina de Grupo (Abramge) vai propor a criação de planos de saúde de acordo com o perfil do consumidor. A ideia é oferecer incentivos - como desconto ou uma espécie de premiação - às pessoas que têm hábitos saudáveis. O tema será levado à câmara técnica da Agência N...   \n",
       "94    Sem que o orçamento seja votado no Congresso, o governo começa o ano sem poder iniciar novos investimentos. Dessa forma, só poderão ser executadas despesas obrigatórias, gastos limitados a 1/12 do que determina a Lei de Diretrizes Orçamentária (LDO), enviada em agosto. Os investimentos não vão ...   \n",
       "95    Diante da perspectiva de começar o próximo ano sem Orçamento, lideranças governistas articulavam uma saída regimental: mesmo após iniciado o recesso, na próxima semana, a matéria seria votada na Comissão Representativa, que é uma espécie de plantão do Legislativo, composto por nove senadores e ...   \n",
       "96    O plenário do Supremo Tribunal Federal (STF) decidiu, nesta quarta-feira (07), manter a constitucionalidade do ressarcimento das operadoras de planos de saúde ao Sistema Único de Saúde (SUS) por atendimento prestado a clientes dessas empresas. Na prática, o julgamento de hoje mantém as atuais n...   \n",
       "97    O plenário do Supremo Tribunal Federal (STF) decidiu, nesta quarta-feira (07), manter a constitucionalidade do ressarcimento das operadoras de planos de saúde ao Sistema Único de Saúde (SUS) por atendimento prestado a clientes dessas empresas. Na prática, o julgamento de hoje mantém as atuais n...   \n",
       "98    MP dos planos de saúde é debatida hoje O governo tenta hoje convencer a opinião pública de que as mudanças propostas na regulamentação de planos de saúde não prejudicam o consumidor. No Senado Federal, com a presença do ministro da Saúde, José Serra, de representantes de entidades de defesa do ...   \n",
       "99    O promotor Carlos Barbosa diz que é prematuro falar sobre a ação, mas que as denúncias podem até levar ao fechamento de planos. \"Cabe à ANS fiscalizar. Não faltam leis para punir, falta atuação mais enérgica dessa entidade\", diz o promotor. \"O MP pode atuar se houver demandas coletivas.\" A cent...   \n",
       "100   Preço. Valor proporcional a cobertura - Monica Imbuzeiro / Monica Imbuzeiro RIO - Em entrevista ao GLOBO, o ministro da Saúde, Ricardo Barros, acredita que o Código de Defesa do Consumidor (CDC) deve, sim, ser usado como referência na relação entre planos e pacientes, ao contrário do que prevê ...   \n",
       "101   A Fundação Procon-SP, órgão vinculado à Secretaria da Justiça e da Defesa da Cidadania do Estado de São Paulo, registrou 477 atendimentos referentes à Unimed Paulistana entre quinta (3) e sexta-feira (4). Na quinta, a Agência Nacional de Saúde Suplementar (ANS) A Unimed Paulistana assinou termo...   \n",
       "102   A Agência Nacional de Saúde Suplementar (ANS) vai prorrogar por mais 60 dias o prazo para os clientes da Unimed Paulistana fazerem a portabilidade extraordinária para outros planos de saúde. A prorrogação será publicada no Diário Oficial da União desta quarta-feira (18). Além de mais tempo para...   \n",
       "103   - O Globo / Custódio Coimbra/15-07-2016 RIO - Sob direção fiscal da Agência Nacional de Saúde Suplementar (ANS) há dois anos e sob risco de ser liquidada, a Unimed-Rio corre contra tempo para reequilibrar as finanças e manter suas atividades. O destino da cooperativa de saúde carioca será decid...   \n",
       "104   A Agência Nacional de Saúde Suplementar (ANS) vai suspender, a partir do dia 4 de março, a venda de 46 planos de saúde por reclamações de beneficiários relativas à cobertura. As principais queixas são negativa de cobertura e demora no atendimento. Os planos suspensos têm juntos 314,3 mil benefi...   \n",
       "105   No primeiro trimestre deste ano, a ANS registrou 14.537 reclamações de natureza assistencial -Arquivo/Agência Brasil A partir de hoje ( 9), está suspensa a comercialização de 38 planos de saúde de 14 operadoras, por causa de reclamações, recebidas no primeiro trimestre deste ano, relativas à co...   \n",
       "106   A resolução da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (9) no Diário Oficial da União suspende a venda de planos de saúde e outros produtos de quatro operadoras: Unimed de Paulo Afonso Cooperativa de Trabalho Médico; Uniodonto Teresópolis - Cooperativa Odontológica; Sociedade...   \n",
       "107   Extra Tamanho do texto Começa a valer, nesta sexta-feira, a suspensão da venda de 38 planos de saúde de 14 operadoras. A medida da Agência Nacional de Saúde Suplementar (ANS) foi tomada após reclamações de consumidores sobre problemas com cobertura assistencial, como negativas e demora no atend...   \n",
       "108   11h40 Começa a valer, nesta sexta-feira, a suspensão da venda de 38 planos de saúde de 14 operadoras. A medida da Agência Nacional de Saúde Suplementar (ANS) foi tomada após reclamações de consumidores sobre problemas com cobertura assistencial, como negativas e demora no atendimento. Os 739.24...   \n",
       "109   A Agência Nacional de Saúde Complementar (ANS) ampliou em 15 dias o prazo para que a Unimed Paulistana transfira seus beneficiários para as operadoras Unimed Fesp, Unimed Seguros e Central Nacional Unimed. A informação foi divulgada no Diário Oficial da União desta sexta-feira (15). Em novembro...   \n",
       "110   A Agência Nacional de Saúde proibiu a Unimed de Taubaté de comercializar novos planos e determinou a transferência dos clientes da empresa para outra operadora. A decisão foi publicada no Diário Oficial nesta sexta-feira (11). O documento afirma que a Unimed deve promover a alienação da carteir...   \n",
       "111   Após um ano, os hospitais participantes do projeto parto adequado elevaram a taxa de parto normal de 22% para 31%. Desenvolvido pela ANS (Agência Nacional de Saúde Suplementar) em parceria com o hospital Albert Einstein e o IHI (Institute for Healthcare Improvement , o projeto quer reduzir o nú...   \n",
       "112   Publicidade A ANS (Agência Nacional de Saúde Suplementar) apresentou nesta terça-feira o primeiro balanço do projeto adequado, que visa reduzir a taxa de cesárea dos hospitais participantes. De acordo com esse primeiro resultado, a taxa média de parto normal nas instituições ... Leia post compl...   \n",
       "113   A ANS (Agência Nacional de Saúde Suplementar) apresentou nesta terça-feira o primeiro balanço do projeto parto adequado, que visa reduzir a taxa de cesárea dos hospitais participantes. De acordo com esse primeiro resultado, a taxa média de parto normal nas instituições participantes passou de 1...   \n",
       "114              Publicidade Entra em vigor nesta segunda a resolução da ANS (Agência Nacional de Saúde Suplementar) que determina que as operadoras de saúde informem as taxas de cesárea e de parto normal de seus médicos credenciados. Também deverão ser informadas as taxas ... Leia post completo no blog   \n",
       "115     Publicidade As novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal entram em vigor em 6 de julho. Publicada em janeiro, a resolução 368 determina que o partograma passa a ser \"parte integrante do processo de pagamento do parto\". ... Leia post completo no blog   \n",
       "116     Publicidade Começam a valer a partir desta segunda-feira as novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal. Com o objetivo de reduzir as cesarianas desnecessárias, as regras determinam que as operadores passem a divulgar os ... Leia post completo no blog   \n",
       "117                                                                                         Pagamento O partograma será parte do procedimento de pagamento pelo parto. Em casos de cirurgia eletiva, o relatório deve ser acompanhado pelo Termo de Consentimento Livre e Esclarecido assinado pela solicitante.   \n",
       "118   As novas regras da ANS (Agência Nacional de Saúde Suplementar) de incentivo ao parto normal entram em vigor em 6 de julho. Publicada em janeiro, a resolução 368 determina que o partograma passa a ser “parte integrante do processo de pagamento do parto”. Muita gente entendeu que essa regra acaba...   \n",
       "119   A ANS (Agência Nacional de Saúde Suplementar) encaminhou aos hospitais participantes do Projeto Parto Adequado uma política de agendamento de cesarianas eletivas, ou seja, aquelas feitas a pedido da gestante. O documento está em linha com resolução do CFM (Conselho Federal de Medicina), que det...   \n",
       "120   A proporção de cesáreas entre os partos realizados pelas pacientes dos convênios médicos ficou em 84,6% em 2015, segundo dados do mapa assistencial divulgado pela ANS (Agência Nacional de Saúde Suplementar). Esse percentual é ligeiramente menor que a taxa de 2014, que era de 85,6%. Apesar do mo...   \n",
       "121   Fernando Pimentel e vice comemoram vitória em outubro (Foto: Douglas Magno/Estadão Conteúdo) Entre os anunciados pelo governador eleito de Minas Gerais, Fernando Pimentel (PT), como integrantes do secretariado, está o empresário Altamir Rôso representando Uberaba. A nova composição do secretari...   \n",
       "122   Fernando Pimentel e vice comemoram vitória em outubro (Foto: Douglas Magno/Estadão Conteúdo) O governador eleito de Minas Gerais, Fernando Pimentel (PT), anunciou nesta terça-feira (3) por meio de nota os nomes que vão compor o secretariado e indicou nomes para a presidência das estatais e do C...   \n",
       "123   O controlador-geral do município de São Paulo, Mário Vinícius Spinelli, aceitou o convite de Fernando Pimentel (PT) para assumir o mesmo cargo no governo de Minas Gerais. Pimentel toma posse nesta quinta (1º), no lugar do grupo do tucano Aécio Neves, que comandou o Estado por 12 anos. Spinelli ...   \n",
       "124   Uma auditoria do Tribunal de Contas da União mostrou que o atraso na indicação dos diretores das agências reguladores pode comprometer a qualidade do serviço prestado ao consumidor. Algumas decisões importantes podem ser adiadas justamente porque a diretoria não está completa. Agora o Tribunal ...   \n",
       "125   qui, 23/01/14 por Gerson Camarotti | Reforma ministerial categoria Governo Dilma A partir de sua posse no Ministério da Saúde, prevista para o início de fevereiro, Arthur Chioro terá total autonomia da presidente Dilma Rousseff para montar sua equipe, conforme apurou a repórter do G1 Juliana Br...   \n",
       "126   Abandono do cinto é o abandono do amor próprio Motorista que não usa cinto está fazendo algo que pode colocar em risco a própria segurança e a segurança dos outros, afirma comentarista. Veja o comentário no vídeo ao lado Mínimo que se espera é que ANS encontre respostas Levantamento feito pelo ...   \n",
       "127   O Ministério Público de Sorocaba (SP) informou que o relatório com o resultado da auditoria realizada na Santa Casa da cidade vai ser enviado à promotoria criminal. Da prefeitura, também será cobrada uma atitude efetiva em relação às irregularidades. \"A primeira providência vai ser o encaminham...   \n",
       "128   No 1º encontro oficial entre Trump e Putin, os presidentes dos EUA e da Rússia ficaram lado a lado e negaram conluio para interferir na eleição norte-americana . O discurso afinado dos dois provocou um onda de críticas a Trump dentro dos EUA . Para adversários políticos e analistas, o president...   \n",
       "129   Publicidade A Folha realiza nos dias 14 e 15 de junho (terça e quarta-feira) o Fórum Saúde em Tempo de Recessão, que debaterá as perspectivas para a área da saúde neste momento de crise econômica no país. Conheça os participantes do seminário. * Bruno Santos/Folhapress Alexandre Padilha Secretá...   \n",
       "130   Durante apresentação das diretrizes de seu programa de governo, a segunda versão do que deve ser o programa de governo do PV, Marina falou de propostas que vão desde a criação de uma inspetoria nacional de direitos humanos ao cadastro único dos programas sociais. Segundo a candidata, a ideia nã...   \n",
       "131   Publicidade Diferentemente do informado em Plano de saúde sobe acima da inflação há dez anos seguidos, diz IBGE (Mercado, 16/01/2014, 3h), o reajuste concedido pela ANS (Agência Nacional de Saúde Suplementar) acima do IPCA aos planos de saúde ocorreu de 2004 a 2007 e de 2009 a 2013, e não desde...   \n",
       "132   Extra Tamanho do texto O reajuste anual dos planos de saúde coletivos para empresas com menos de 30 beneficiários deve ser calculado pelas operadoras com base no agrupamento desses contratos, aplicando o mesmo percentual para todos. O entendimento é da Terceira Turma do Superior Tribunal de Jus...   \n",
       "133   Os planos de saúde coletivos tiveram aumentos de até 73% em um ano, de acordo com um levantamento feito pelo Instituto Brasileiro de Defesa do Consumidor (Idec). Nove em cada dez planos reajustaram as mensalidades com índices acima da inflação no último ano. A média de reajustes foi de 11%, enq...   \n",
       "134   RIO - O reajuste anual dos planos de saúde coletivos para empresas com menos de 30 beneficiários deve ser calculado pelas operadoras com base no agrupamento desses contratos, aplicando o mesmo percentual para todos. O entendimento é da Terceira Turma do Superior Tribunal de Justiça (STJ), com b...   \n",
       "135   Entidades de defesa do consumidor e representantes das empresas de saúde suplementar concordam que a adesão ao projeto foi baixa, mas têm diferentes explicações para isso. \"A norma é excludente, restritiva e insuficiente para atender a grande maioria dos consumidores\", afirma Robson Campos, dir...   \n",
       "136   A agência pretende incentivar o total de consumidores a adaptar os contratos individuais para que tenham direito às novas coberturas e restrições aos aumentos, em geral e por faixa etária, garantidos pela legislação atual do setor, que passou a vigorar em janeiro de 1999. Os preços da adaptação...   \n",
       "137   Idec contesta reajuste de planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec) não concorda com o reajuste de mensalidades dos planos de saúde de 8,71% autorizado pela Agência Nacional de Saúde Suplementar (ANS). A advogada do Idec, Karina Rodrigues, avalia que o reajuste é alt...   \n",
       "138   Custodio Coimbra RIO - Apesar da desaceleração da inflação medida pelo Índice de Preços ao Consumidor Amplo (IPCA) em 2016, frente a 2015, as mensalidades dos planos de saúde subiram 13,55% no ano passado, o maior salto dos preços desde 1997. O item foi o mais pressionou o grupo saúde e cuidado...   \n",
       "139   Daiane Costa - O Globo Tamanho do texto RIO - Apesar da desaceleração da inflação medida pelo Índice de Preços ao Consumidor Amplo (IPCA) em 2016, frente a 2015, as mensalidades dos planos de saúde subiram 13,55% no ano passado, o maior salto dos preços desde 1997. O item foi o mais pressionou ...   \n",
       "140   Operadoras de planos de saúde usam contrato coletivo para driblar lei Descontentes com a regulamentação dos planos de saúde, empresas do setor encontraram mais uma brecha para se livrar do controle de preços e da obrigação de manter o contrato com o consumidor até que ele não queira mais o serv...   \n",
       "141   A Agência Nacional de Saúde Suplementar (ANS) quer mudar as regras de reajustes de planos coletivos empresariais com menos de 30 beneficiários. A ideia é que, ao fazer o cálculo de reajuste, as operadoras de saúde agrupem todos os contratos pequenos como se fossem um único para diluir o valor e...   \n",
       "142   Confira o aumento do seu convênio Os associados dos planos e seguros saúde que têm contrato com aniversário em setembro pagarão reajuste médio de 5,42%. Esse é o porcentual autorizado pela Agência Nacional de Saúde (ANS). Em alguns casos, em que a empresa está há mais de um ano sem promover aum...   \n",
       "143   Planos de saúde: reajuste médio de 5,42% Os associados de planos e seguros de saúde que têm contrato que aniversaria em novembro pagarão reajuste médio de 5,42%. Esse é o porcentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). Em alguns casos, em que a empresa está há mais de um...   \n",
       "144   Foi o que aconteceu com a corretora de seguros Lilian Bernardo Guardino, de 33 anos. Ela adquiriu um plano empresarial com o marido e a filha em 2009. O problema foi que, pouco tempo depois, Lilian foi diagnosticada com linfoma e teve de fazer uma série de exames caros, além de quimioterapia, r...   \n",
       "145   A Agência Nacional de Saúde Suplementar (ANS) quer mudar as regras de reajustes de planos coletivos empresariais com menos de 30 beneficiários. A ideia é que, ao fazer o cálculo de reajuste, as operadoras de saúde agrupem todos os contratos pequenos como se fossem um único para diluir o valor e...   \n",
       "146   Planos de saúde: associados terão reajuste Os associados de planos e seguros-saúde que têm contrato individual ou familiar aniversariando em dezembro terão de arcar com reajuste médio de 5,42%. Esse é o percentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). O aumento não vale p...   \n",
       "147   Planos de saúde têm reajuste de até 8,71% Planos de saúde que tiveram o último reajuste ou que foram firmados há um ano deverão ter correção máxima de 8,71%, aplicada em julho sobre a mensalidade de junho. Esse é o porcentual autorizado pela Agência Nacional de Saúde Suplementar (ANS). Se o val...   \n",
       "148   Brechas na lei de plano de saúde provocam confusão Especialistas em defesa do consumidor afirmam que muitos consumidores sofrem problemas com planos de saúde porque a legislação é confusa e algumas operadoras não respeitam a Lei 9.656/98, que regulamenta o setor. Os principais pontos polêmicos ...   \n",
       "149   Procon alerta para abuso em planos de saúde A Fundação Procon de São Paulo alerta que uma nova norma de padronização da Agência Nacional de Saúde Suplementar (ANS) permite abuso na aplicação de reajustes por mudança de faixa etária em planos de saúde antigos. O problema foi denunciado ao Minist...   \n",
       "150   Novos planos de saúde poderão ter reajuste de até 11,75% A Agência Nacional de Saúde Suplementar divulgou nesta sexta-feira o teto para o reajuste dos planos de saúde: 11,75%. Este é o maior índice autorizado pela ANS, desde a sua criação, em 2000. A porcentagem, no entanto, não será aplicada e...   \n",
       "151   Leandro Fonseca, presidente da ANS, pediu demissão. Foto Custodio Coimbra/Agência O Globo RIO - O presidente interino da Agência Nacional de Saúde Suplementar (ANS), Leandro Fonseca, pediu demissão do cargo. Servidor público, ele ocupava de forma interina a presidência da agência desde maio de ...   \n",
       "152   A Casa Civil pediu à Comissão de Ética Pública da Presidência que sejam analisadas denúncias contra o novo diretor da Agência Nacional de Saúde Suplementar. De acordo com denúncia feita pelo jornal O Estado de São Paulo, Elano Rodrigues Figueiredo teria omitido do currículo enviado ao Senado o ...   \n",
       "153   A Comissão de Assuntos Econômicos (CAE) do Senado aprovou nesta quarta-feira, 23, as indicações de Jaime César de Moura Oliveira para o cargo de diretor-presidente da Agência Nacional de Vigilância Sanitária (Anvisa) e de Bruno Sobral de Carvalho para a diretoria da Agência Nacional de Saúde Su...   \n",
       "154   Deu no D.O. de ontem. Dilma enviou, sexta, ao Senado, o nome de Martha Regina de Oliveira para assumir uma diretoria da ANS. Indicação de Arthur Chioro– conforme antecipado pelo blog da coluna em 25 de abril. Funcionária da agência desde 2005, é mulher de Alfredo José Monteiro Scaff, ex-sócio d...   \n",
       "155   Arthur Chioro encaminhou a Dilma o nome de Martha Regina de Oliveira para uma diretoria da ANS. Funcionária de carreira da Agência Nacional de Saúde Suplementar desde 2005 – e considerada competente técnica -, ela é mulher de Alfredo José Monteiro Scaff, ex-sócio do ministro da Saúde em uma con...   \n",
       "156   BRASÍLIA - O diretor da ANS (Agência Nacional de Saúde), Elano Figueiredo, pediu exoneração do cargo nesta quinta-feira, 3, após a Comissão de Ética Pública da Presidência da República recomendar sua destituição. O processo foi aberto com base em reportagem do Estado que revelou no dia 3 de ago...   \n",
       "157   O diretor de gestão da Agência Nacional de Saúde Suplementar, Elano Rodrigues Figueiredo, deixou o cargo, depois de a Comissão de Ética Pública recomendar sua saída. Ao assumir o cargo, no início de agosto, Figueiredo omitiu do currículo ter trabalhado para empresas privadas de planos de saúde....   \n",
       "158   O currículo foi encaminhado pela Presidência da República ao Senado no processo de sabatina e é uma das referências dos senadores para avaliação do nome. A revelação do jornal provocou uma série de manifestações de órgãos de defesa do consumidor que pediram a saída de Elano. É a primeira vez qu...   \n",
       "159   Luciana Casemiro Tamanho do texto O presidente interino da Agência Nacional de Saúde Suplementar (ANS), Leandro Fonseca, pediu demissão do cargo. Servidor público, ele ocupava a presidência da agência desde maio de 2017. Ele continuará, no entanto, como diretor da agência. A decisão teria sido ...   \n",
       "160   O presidente da Comissão de Ética Pública da Presidência da República, Américo Lacombe, disse nesta quinta-feira (3) que o diretor da Agência Nacional de Saúde (ANS), Elano Figueiredo, foi imprudente ao omitir no currículo entregue à Presidência e ao Senado o fato de ter atuado como advogado de...   \n",
       "161   BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) fixou nesta sexta-feira, 11, em 6,73% o índice máximo de reajuste para os planos de saúde médico-hospitalares individuais e familiares contratados desde janeiro de 1999 ou adaptados à Lei nº 9.656/98. O porcentual incidirá sobre os contra...   \n",
       "162   Para calcular o índice, a ANS se baseou nos reajustes aplicados aos planos coletivos. Porém, neste ano, a agência argumenta que teve de incluir novos elementos no cálculo - já que o rol de procedimentos obrigatórios foi ampliado no ano passado. Sendo assim, o reajuste que era estimado em 5,6% s...   \n",
       "163   O Ministério do Planejamento, Orçamento e Gestão autorizou, por meio de duas portarias, publicadas no “Diário Oficial da União” desta segunda-feira (4), o provimento de 89 cargos no Instituto Nacional da Propriedade Industrial (Inpi) e na Agência Nacional de Saúde Suplementar (ANS). A portaria ...   \n",
       "164   Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) fixou em 13,55% o índice máximo de reajuste a ser aplicado aos planos de saúde médico-hospitalares individuais/familiares contratados a partir de janeiro de 1999 ou adaptados à Lei nº 9.656/98. O percentual, válido para o período de...   \n",
       "165   A Agência Nacional de Saúde Suplementar (ANS) fixou em 13,55% o índice máximo de reajuste a ser aplicado aos planos de saúde médico-hospitalares individuais/familiares contratados a partir de janeiro de 1999 ou adaptados à Lei nº 9.656/98. O percentual, válido para o período de maio de 2015 a a...   \n",
       "166   BRASÍLIA - A Agência Nacional de Saúde Suplementar (ANS) fixou em 7,93% o índice máximo de reajuste dos planos de saúde individuais ou familiares. O porcentual é válido para o período entre maio de 2012 e abril de 2013 e atinge 8 milhões de beneficiários - o que representa cerca de 17% dos cons...   \n",
       "167   A ANS recomenda que os consumidores observem os próximos boletos e verifiquem se o valor corrigido corresponde ao porcentual de 7,93% e se o aniversário do contrato ocorre a partir de maio. Em caso de dúvida, os consumidores devem entrar em contato com a agência por meio do Disque-ANS (0800 701...   \n",
       "168   A ANS recomenda que, ao receberem os boletos, os consumidores devem observar se o porcentual e o valor absoluto do aumento estão devidamente identificados. Em caso de dúvidas, o consumidor deve entrar em contato com a Agência por meio do Disque-ANS (0800 701 9656); na internet pela página www.a...   \n",
       "169   Ao receberem os boletos para pagamento, os consumidores devem observar se o porcentual do aumento está devidamente identificado e ficar atentos para eventuais cobranças de valores retroativos. Esse tipo de cobrança só será permitido caso haja defasagem de até três meses entre a data do aniversá...   \n",
       "170   A Agência Nacional de Saúde autorizou o aumento de 9,65% para os planos de saúde individuais. O reajuste vai atingir 8,8 milhões de consumidores. O percentual, válido de maio de 2014 a abril de 2015, pode ser aplicado a partir da data de aniversário de cada contrato e é permitida a cobrança de ...   \n",
       "171   As ações do braço de seguros do Banco do Brasil abriram com queda de 2,29% e às 12h53 recuavam 1,35%, cotadas a R$ 16,77 enquanto o Ibovespa subia 0,42%. Sobre a queda, o presidente do BB disse que se trata de um movimento natural uma vez que os investidores aproveitam a ocasião para fazer real...   \n",
       "172   A Agência Nacional de Saúde Suplementar (ANS) anunciou hoje (21) o lançamento de uma central para atendimento especializado a deficientes auditivos. Por meio do número 0800 021 2105, o consumidor poderá fazer chamadas gratuitas com o objetivo de esclarecer dúvidas ou registrar reclamações sobre...   \n",
       "173   Do total de receitas do primeiro semestre, só as vendas de apólices de seguros (excluindo capitalização e previdência) movimentaram R$ 50 bilhões, crescimento de 22%. No segmento de seguros, o destaque de alta foram as apólices rurais, com expansão de 30%, e as habitacionais, com 22%. Os seguro...   \n",
       "174   O mercado de seguros, previdência privada e capitalização teve faturamento de R$ 50,4 bilhões de janeiro a maio, alta de 18% ante igual período de 2010, segundo dados da Superintendência de Seguros Privados (Susep) consolidados pela consultoria Siscorp. Considerando somente o mercado de seguros...   \n",
       "175   Na área odontológica, a seguradora diz que o forte crescimento dos últimos trimestres motivou a mudança. O segmento, que antes dividia uma superintendência com a área de saúde, passa a ter uma estrutura específica e com foco exclusivo. \"Pretendemos ser, ainda este ano, uma das maiores empresas ...   \n",
       "176   A seguradora SulAmérica anunciou nesta segunda-feira, 4, uma nova estrutura para a divisão de saúde e de planos odontológicos, responsável por quase 65% do faturamento da empresa. As mudanças incluem a criação de uma superintendência específica para a área de planos dentais, contração de um nov...   \n",
       "177   O setor de seguros movimentou R$ 76,8 bilhões em prêmios em 2009, um crescimento de 13% em relação ao ano anterior, segundo dados divulgados pela Superintendência de Seguros Privados (Susep). Os sinistros pagos pelas seguradoras somaram R$ 20,9 bilhões. Os dados não incluem o seguro saúde, que ...   \n",
       "178   O mercado de seguros e previdência movimentou R$ 63,5 bilhões em prêmios nos nove primeiros meses do ano, expansão de 16,2% em relação ao mesmo período do ano passado, segundo a Superintendência de Seguros Privados (Susep). Os números não incluem dados do seguro saúde, que está sob a jurisdição...   \n",
       "179   Em consulta pública desde o dia 31 de outubro, a minuta de uma nova Resolução de Diretoria Colegiada que dispõe sobre a instituição e o funcionamento de câmaras técnicas no âmbito da ANCINE aceita contribuições apenas até o próximo sábado, 29 de novembro. Com o objetivo de qualificar e dar tran...   \n",
       "180   A transação inclui a compra e venda da totalidade das quotas detidas pela companhia na Odonto Empresas para a Caixa Seguros, contrato de transferência da carteira de clientes da Prevdonto para a Odonto Empresas. O fechamento do negócio deverá ocorrer em até 15 dias úteis, mas somente após as ap...   \n",
       "181   O Globo Tamanho do texto RIO - A Agência Nacional de Saúde Suplementar (ANS) disponibilizou nesta segunda-feira o número de beneficiários de planos de saúde registrados em dezembro de 2016. No mês, o setor contabilizou 47,89 milhões beneficiários em planos médico-hospitalares, e 22,03 milhões e...   \n",
       "182   RIO — O número de beneficiários de planos de saúde médico-hospitalares no Brasil cresceu em outubro, atingindo 47.399.495 de usuários. Segundo dados divulgados pela Agência Nacional de Saúde Suplementar (ANS), houve aumento de 84.098 beneficiários em relação ao mês de setembro, quando foram reg...   \n",
       "183   Os planos coletivos empresariais (aqueles fornecidos pelas empresas para seus empregados) responderam, em janeiro, por 66,3% dos contratos dos planos de saúde do Brasil. No mesmo mês de janeiro, os planos de saúde médico-hospitalares registraram um saldo negativo de 192,2 mil beneficiários. Des...   \n",
       "184   RIO — O número de beneficiários em planos médico-hospitalares aumentou em agosto, atingindo 47.304.753 usuários, o que representou um crescimento de69.102 pessoas em relação a julho. Nos planos exclusivamente odontológicos, o aumento em comparação ao mês anterior foi de 142.507, totalizando em ...   \n",
       "185   RIO — Embora o número de beneficiários de planos de saúde médico-hospitalares no Brasil tenha crescido em outubro, na comparação com setembro, atingindo 47.399.495 de usuários, houve queda em relação a outubro do ano passado. Segundo dados divulgados pela Agência Nacional de Saúde Suplementar (...   \n",
       "186   RIO - A Agência Nacional de Saúde Suplementar (ANS) disponibilizou nesta segunda-feira o número de beneficiários de planos de saúde registrados em dezembro de 2016. No mês, o setor contabilizou 47,89 milhões beneficiários em planos médico-hospitalares, e 22,03 milhões em planos odontológicos. N...   \n",
       "187   Os planos de saúde registraram em julho o segundo aumento mensal consecutivo no número de clientes. Segundo dados divulgados nesta quarta-feira (16) pela Agência Nacional de Saúde Suplementar (ANS), o número de beneficiários em planos médico-hospitalares totalizaram 47,38 milhões em julho, o qu...   \n",
       "188   São Paulo, SP--( DINO - 03 mar, 2017) - O aumento do desemprego é a principal razão para a continuidade da queda do número de beneficiários de planos de saúde no País, analisa o Instituto de Estudos de Saúde Suplementar (IESS). Em janeiro de 2017 ante o mesmo mês do ano passado, 1,58 milhão de ...   \n",
       "189   Pelo quinto mês consecutivo, em janeiro os planos de saúde registraram queda do número de beneficiários. Segundo dados da Agência Nacional de Saúde Suplementar (ANS), o total de beneficiários dos planos de saúde no primeiro mês do ano ficou em 47.592.368, uma queda 192,2 mil beneficiários, ou 0...   \n",
       "190   Os planos de saúde médico-hospitalares registraram alta de beneficiários em 14 das 20 cidades da Região Metropolitana de Campinas (RMC) no primeiro trimestre deste ano, de acordo com dados da Agência Nacional de Saúde Suplementar (ANS). A diferença equivale a 7,3 mil novos contratos desde dezem...   \n",
       "191   A partir da identificação de um usuário com plano de saúde que tenha sido atendido no SUS, a ANS notifica a operadora sobre os recursos que devem ser ressarcidos e cobra a devoluçãoMarcello Casal Jr./Agência Brasil Nos primeiros quatro meses de 2014, as operadoras de planos de saúde ressarciram...   \n",
       "192   são carlos e araraquara mogi das cruzes e suzano são paulo e região Após 19 quedas consecutivas, cresce número de beneficiários de planos de saúde em fevereiro Em fevereiro, cerca de 47,66 milhões de pessoas tinham plano de saúde, cerca de 144 mil a mais do que no mês anterior, de acordo com a ...   \n",
       "193   O Ministério da Saúde informou nesta quinta-feira (9) que as operadoras de planos de saúde ressarciram o Sistema Único de Saúde (SUS) em R$ 167 milhões no ano passado. O valor é 133% superior ao do ano anterior (2012), quando o SUS recuperou R$ 71,28 milhões. VALORES RESSARCIDOS PELOS PLANOS DE...   \n",
       "194   Extra Tamanho do texto Em 2017, os planos de saúde realizaram mais de 1,51 bilhão de consultas médicas, outros atendimentos ambulatoriais, exames, terapias, internações e procedimentos odontológicos, de acordo com dados divulgados pela Agência Nacional de Saúde Sumplementar (ANS). O número repr...   \n",
       "195   Proposta de plano de saúde popular inclui modalidade sem internação nem urgência Propostas criadas por grupo de trabalho coordenado pelo Ministério da Saúde foram enviadas à ANS. Agência deve avaliá-las e decidir se as adota ou não. Por Mariana Lenharo, G1 No ano passado, o Ministério da Saúde ...   \n",
       "196   Os planos de saúde brasileiros realizaram 1,51 bilhão de procedimentos médicos e odontológicos em 2017. Segundo dados divulgados hoje (3) pela Agência Nacional de Saúde Suplementar (ANS), o número é 3,4% maior do que o registrado em 2016, quando foram realizados 1,46 bilhão procedimentos, como ...   \n",
       "197   CFM critica proposta de plano de saúde popular divulgada pelo Ministério da Saúde Ministério da Saúde tinha afirmado, em nota, que o CFM participou da elaboração do projeto. Posteriormente, pasta disse que citação à entidade médica foi erro de digitação. Por G1 O Conselho Federal de Medicina (C...   \n",
       "198   Os planos de saúde brasileiros tiveram que ressarcir o Sistema Único de Saúde (SUS) em R$ 358 milhões no primeiro semestre do ano. O valor, arrecadado pela Agência Nacional de Saúde Suplementar (ANS), que é a agência reguladora das operadoras de planos de saúde, é repassado ao Fundo Nacional de...   \n",
       "199   A Agência Nacional de Saúde Suplementar (ANS) recebeu no ano passado R$ 167 milhões de ressarcimento das operadoras de saúde. O valor é pago quando usuários dos planos saúde são atendidos pelo Sistema Único de Saúde (SUS). A quantia se refere a dívidas contraídas desde 2001. O ressarcimento div...   \n",
       "200   A taxa de sinistralidade no terceiro trimestre de 2012 foi de 85,8%, a maior para o período desde o início da série histórica, em 2003. No terceiro trimestre de 2011, a taxa era de 82,8% e, em 2010, de 81,1%. Os números da ANS ressaltam a preocupação com o aumento das despesas médicas. Enquanto...   \n",
       "201   Os planos de saúde já receberam mais multas no primeiro semestre deste ano do que no ano passado inteiro. Segundo a Agência Nacional de Saúde (ANS), a principal reclamação registrada é contra a dificuldade de se conseguir autorização para exames, internação e cirurgia. Aumento de mensalidade e ...   \n",
       "202   Termina nesta quinta-feira (30) o prazo de 60 dias dado pela Agência Nacional de Saúde Suplementar (ANS) para que os beneficiários da Unimed São Luís troquem de plano de saúde sem precisar cumprir o prazo de carência. Cinco empresas se comprometeram a receber os clientes por meio de acordo firm...   \n",
       "203   Atualizado às 11h59 do dia 21/10 SÃO PAULO - A Justiça de São Paulo determinou que os clientes da Unimed Paulistana somente sejam atendidos pela Central Nacional Unimed (CNU) e pela Unimed do Brasil em casos de urgência e de emergência. A decisão, da juíza Maria Rita Rebello Dias, da 18.ª Vara ...   \n",
       "204   ANS multa operadoras de planos de saúde A Agência Nacional de Saúde Suplementar (ANS) multou seis operadoras de planos de saúde, após comprovar denúncias de consumidores que tiveram seus direitos desrespeitados. As operadoras multadas foram a Amil, a Hapvida, a Camed (Caixa de Assistência dos F...   \n",
       "205   A Agência Nacional de Saúde Suplementar alerta para o fim do prazo para migração dos planos da Unimed São Luís e Multiclinicas. A ANS orienta os usuários para não passar do prazo porque correm o risco de perder o contrato e ficar impossibilitados da portabilidade sem carência em outras operador...   \n",
       "206   Unimed garante atendimento A Unimed de São Paulo se comprometeu a dar atendimento completo a todos conveniados do plano de saúde Uniplan até o final do mês de outubro. A decisão foi tomada na reunião que o presidente da Unimed Brasil, Edmundo Castilho, teve que com a direção do Procon-SP, na ma...   \n",
       "207   Usuários da Usimed estão sendo cobrados pela Unimed Há apenas um mês com nova diretoria e ainda sob direção fiscal e técnica da Agência Nacional de Saúde Suplementar (ANS), a Unimed São Paulo está confundindo o consumidor. A cooperativa mandou boletos de cobrança para os associados da operadora...   \n",
       "208   Amil é multada por reajuste abusivo em plano de saúde A Amil Assistência Médica Internacional foi multada hoje em R$ 18,2 milhões pela Agência Nacional de Saúde Suplementar (ANS) por aplicar reajustes abusivos em planos de saúde contratados até 1998, ou seja, antes da entrada em vigor da lei qu...   \n",
       "209   Unimed suspende rescisão unilateral Hoje realizou-se mais uma reunião dos representantes da diretoria do Procon-SP, a diretoria do Unimed e da fiscalização da Agência Nacional de Saúde Suplementar (ANS). A empresa de planos de saúde resolveu suspender a decisão de rescindir unilateralmente os c...   \n",
       "210   Planos não determinam limite de internação A lei sobre planos de saúde é clara: mesmo que o hospital seja descredenciado do plano, o paciente está protegido. Se estiver internado, só sai com alta médica. E o tempo de internação não tem prazo determinado. A regra também vale para contratos antig...   \n",
       "211   A FenaSaúde representa 17 operadoras de planos de saúde, das quais quatro eram punidos pela ANS. A ordem judicial beneficiou essas empresas, mas, se não for derrubada, todo o cálculo para as demais operadoras terá de ser refeito, porque o resultado é obtido por comparação entre as operadoras. A...   \n",
       "212   A Agência Nacional de Saúde Suplementar (ANS) retirou do seu site a lista de 212 planos de saúde de 21 operadoras que teriam a venda suspensa a partir desta sexta-feira (23), como parte do seu sexto ciclo de monitoramento de qualidade. Segundo a ANS, a medida foi tomada para atender à decisão d...   \n",
       "213   A agência Nacional de Saúde Suplementar(ANS) suspendeu a comercialização de 246 planos de saúde de 26 operadoras, com a suspensão valendo a partir de sexta-feira(30). A decisão foi obtida no Tribunal Regional Federal(2ª Região) e notificada nesta quarta-feira(28). A decisão ocorreu com base no ...   \n",
       "214   Edição do dia 30/08/2013 30/08/2013 19h59 - Atualizado em Veja a lista dos mais de 200 planos de saúde suspensos pela ANS Voltou a valer a proibição da venda de 221 planos de saúde de 21 operadoras. A decisão tinha sido suspensa pela Justiça. Voltou a valer a proibição da venda de 221 planos de...   \n",
       "215   A Agência Nacional de Saúde Suplementar suspendeu nesta terça-feira (18) a venda de 111 planos de saúde de 47 operadoras. Clique aqui para ver a lista dos planos suspensos A ANS decidiu também liberar a venda de outros 122 planos que estava suspensa, por considerar que eles atingiram as metas d...   \n",
       "216                                                                                                                Lista das operadoras e planos que tiveram a comercialização suspensa Veja a lista das operadoras e planos que tiveram a comercialização suspensa, assim como seus números de registro na ANS:   \n",
       "217   O Tribunal Regional Federal de São Paulo concedeu na sexta-feira (30) liminar em favor da Associação Brasileira de Medicina de Grupo (Abramge) evitando que a ANS suspenda a comercialização de planos de saúde das operadoras associadas à entidade. A ANS, contudo, informou que ainda não foi notifi...   \n",
       "218   Seminário do Fórum das Agências Reguladoras debate avanços em 2012 6/12/2012 O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6 de dezembro, evento para debater os avanços da regulação brasileira. O seminário “Destaques e Perspectivas da Regulação Federal em ...   \n",
       "219   O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6, evento para debater os avanços da regulação brasileira. O seminário \"Destaques e Perspectivas da Regulação Federal em 2012\" é aberto ao público e ocorre no Auditório Flávio Terra Barth da Agência Nacional de...   \n",
       "220   A Agência Nacional de Saúde Suplementar (ANS) liberou nesta terça-feira (3) a venda de planos de saúde suspensos por por descumprir prazos para atendimento médico, realização de exames e internações, e negativas indevidas de cobertura. A liberação ocorreu por conta de uma liminar do Tribunal Re...   \n",
       "221   Idec fará protesto contra planos de saúde hoje O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará hoje um protesto contra os abusos das administradoras de planos de saúde. O protesto marca os quatro anos da regulamenta...   \n",
       "222   Por causa de um câncer na tireoide, Renata de Castro Oliveira, de 29 anos, tenta desde fevereiro obter autorização da Amil/Medial para fazer o tratamento indicado por seu médico, a iodoterapia. A desculpa do plano de saúde era de que o medicamento não era adequado para esse caso, revela Renata....   \n",
       "223   Desde 11 de maio, quando foi sancionada a lei, a cobertura tornou-se uma obrigação legal, que agora foi normatizada pela Agência Nacional de Saúde Suplementar (ANS). A resolução complementa a série de procedimentos que já faziam parte da cobertura obrigatória. De acordo com Josué Rios, advogado...   \n",
       "224   Idec realizará manifestação contra planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará na próxima terça, 4 de junho, um protesto contra os abusos das administradoras de planos de saúde. O protesto marca ...   \n",
       "225                                                                                                                                                                                                             Dias é o que a ANS deve levar para regulamentar lei obriga planos a cobrir planejamento familiar   \n",
       "226   Plano de saúde descredencia sem aviso e demora para autorizar procedimentos Por Jerusa Rodrigues O descontentamento com o serviço prestado pelos planos de saúde não atinge só os médicos – que paralisaram os serviços no dia 25/4 –, mas a população em geral. As reclamações mais frequentes dos usu...   \n",
       "227   Idec fará amanhã protesto contra planos de saúde O Instituto Brasileiro de Defesa do Consumidor (Idec), em conjunto com várias entidades médicas e da sociedade civil, realizará amanhã um protesto contra os abusos das administradoras de planos de saúde. O protesto marca os quatro anos da regulam...   \n",
       "228   O descontentamento com o serviço prestado pelos planos de saúde não atinge só os médicos - que paralisaram os serviços na quinta-feira -, mas a população em geral. As reclamações mais frequentes dos usuários, segundo o advogado Julius Conforti, são por negativas de procedimentos, até mesmo com ...   \n",
       "229   A Superintendência de Proteção e Defesa do Consumidor (Procon-BA) informou nesta segunda-feira (21) que, juntamente com a Defensoria Pública do Estado da Bahia e o Ministério Público do Estado da Bahia, entrou com uma Ação Civil Pública contra o Bradesco Saúde. Dentre outras exigências, a ação ...   \n",
       "230   O Ministério Público de Minas Gerais (MPMG) requereu judicialmente que a Unimed de Campo Grande custeie o procedimento de mastectomia, cirurgia de remoção completa da mama, para uma mulher, residente em Uberlândia, que deseja ser legalmente considerada homem. No documento presente no site do MP...   \n",
       "231   Pacientes aguardam atendimento em centro de oncologia: novo rol prevê mudanças nas diretrizes do tratamento - William de Moura/Arquivo RIO - Quinze novos procedimentos e mudanças nas diretrizes de tratamento de seis tipos de câncer estão entre as alterações previstas na revisão do Rol de Proced...   \n",
       "232   O acesso será permitido para pacientes com linfoma, com câncer de intestino grosso com lesão hepática e em alguns casos de câncer de pulmão. Uma lista de opções bem menor do que a ofertada para usuários de planos de saúde. Desde o início do ano, operadoras são obrigadas a garantir o exame para ...   \n",
       "233   - Arquivo RIO — Entrou em vigor nesta terça-feira a nova cobertura mínima obrigatória dos planos de saúde estabelecida pela Agência Nacional de Saúde Suplementar (ANS). A Resolução Normativa com a atualização do Rol de Procedimentos e Eventos em Saúde estabelece a inclusão de 18 novos procedime...   \n",
       "234   Uma resolução da Agência Nacional de Saúde Suplementar (ANS) publicada hoje (3), no Diário Oficial da União criou o Comitê de Incentivo às Boas Práticas entre Operadoras e Prestadores. A função do colegiado é estabelecer a manutenção de um diálogo permanente com os agentes de saúde suplementar ...   \n",
       "235   BRASÍLIA - Exame considerado por médicos como fundamental para o acompanhamento de pacientes que tiveram ou estão com câncer, o PET-CT passará a ser ofertado pelo Sistema Único de Saúde (SUS). A inclusão ocorre com atraso de pelo menos 13 anos em relação às clínicas particulares e num formato a...   \n",
       "236   \"No próximo ano, vamos discutir como incorporar o benefício do medicamento de alguma forma. Hoje, os pacientes fazem a consulta no setor privado e vão ao SUS retirar o medicamento. Não vejo por que não trazer esse benefício à saúde suplementar\", afirmou o dirigente, que assumiu há duas semanas,...   \n",
       "237   Novo rol: oito medicamentos para tratamento de cânceres são incorporados - Arquivo RIO — Os planos de saúde passarão a oferecer, a partir do ano que vem, 18 novos procedimentos, entre exames, terapias e cirurgias que atendem a diferentes especialidades. É o que determina a Agência Nacional de S...   \n",
       "238   A ideia do plano de saúde popular saiu do Ministério da Saúde. Assim, logo depois do Ministro dar uma entrevista falando do tema, muita gente disse que o Governo estava dando uma rasteira no cidadão brasileiro, já que o SUS deve, de acordo com a Constituição Federal, prover saúde de graça e de ...   \n",
       "239   A ideia do plano de saúde popular saiu do Ministério da Saúde. Assim, logo depois do Ministro dar uma entrevista falando do tema, muita gente disse que o Governo estava dando uma rasteira no cidadão brasileiro, já que o SUS deve, de acordo com a Constituição Federal, prover saúde de graça e de ...   \n",
       "240   O Ministério da Saúde financia duas iniciativas paralelas para definir tratamentos de doenças, uma para usuários de planos de saúde e outra para o Sistema Único de Saúde (SUS), o que, segundo a pasta, é necessário porque os trabalhos têm metas diferentes. O órgão optou por não fazer um esforço ...   \n",
       "241   A Agência Nacional de Saúde Suplementar (ANS) anunciou nesta quarta-feira (13) a suspensão da venda, por três meses, de mais 150 planos de saúde, administrados por 41 operadoras em todo o país. Esse é o sétimo ciclo de suspensões realizado pela ANS e começará a valer a partir desta segunda-feir...   \n",
       "242   A Agência Nacional de Saúde Suplementar (ANS) anunciou nesta terça-feira (20) a suspensão da venda de 212 planos de saúde de 21 operadoras por três meses. No total, 246 planos de 26 operadoras estão suspensos. O motivo foi o descumprimento de exigências estabelecidas pelo Ministério da Saúde e ...   \n",
       "243   O presidente do Superior Tribunal de Justiça, Felix Fischer, autorizou que a Agência Nacional de Saúde Suplementar (ANS) suspenda a comercialização de planos de saúde que descumpram as regras estabelecidas pelo governo. O ministro entendeu que, pelo bem do interesse público, cabe à ANS decidir ...   \n",
       "244   A Agência Nacional de Saúde Suplementar (ANS) vai suspender, a partir desta quinta-feira (13), a venda de 65 planos de saúde de 16 operadoras. As empresas estão sendo punidas por descumprir prazos de marcação de consultas e de cirurgias. A Federação Nacional de Saúde Suplementar (FENASAÚDE) e a...   \n",
       "245   A Agência Nacional de Saúde Suplementar (ANS) suspendeu 212 planos de saúde, de 21 operadoras. Os planos serão analisados pelos próximos três meses e só poderão voltar a ter novos clientes quando resolverem os problemas. As operadoras foram punidas porque negaram atendimento e descumpriram os p...   \n",
       "246   O Ministério da Saúde suspendeu nesta quarta-feira (14) as vendas de 161 planos de saúde de 36 operadoras. A decisão é resultado das reclamações de consumidores que tiveram os prazos para consultas, exames e cirurgias descumpridos, além de coberturas negadas. Desde 2011, quando foi criado o Pro...   \n",
       "247   A Agência Nacional de Saúde Suplementar (ANS) vai suspender a venda de 65 planos de saúde de 16 operadoras por três meses, a partir desta sexta-feira (14). As operadoras ainda podem ser multadas. A suspensão da comercialização é uma ação preventiva que tem o objetivo de melhorar o acesso do cid...   \n",
       "248   Agência Nacional de Saúde Suplementar (ANS) suspenderá, a partir de quinta-feira (20), a comercialização de 73 planos de saúde de 15 operadoras por não cumprimento dos prazos de atendimento e por outras queixas de natureza assistencial, como negativas indevidas de cobertura. saiba mais Em maio,...   \n",
       "249   A partir desta sexta-feira (30) a Agência Nacional de Saúde vai suspender a venda de mais de 200 planos de saúde. Para quem já é cliente desses planos, o atendimento não muda. A única coisa é que essas empresas não poderão vender novos planos a partir desta data até que resolvam as falhas encon...   \n",
       "250   Está suspensa, a partir desta quinta-feira (20), a comercialização de 73 planos de saúde de 15 operadoras por não cumprimento dos prazos de atendimento e por outras queixas de natureza assistencial, como negativas indevidas de cobertura. saiba mais Em maio, ANS suspendeu venda de 87 planos de s...   \n",
       "251   BRASÍLIA - O Plenário do Senado aprovou em segundo turno a PEC do teto dos gastos, com ajuda do \"rolo compressor\" do presidente da Casa, Renan Calheiros (PMDB-AL), para agilizar a votação. O placar foi de 53 votos a favor e 16 contra. A PEC cria um teto para o gasto público, com objetivo de evi...   \n",
       "252   BRASÍLIA - Os partidos da base aliada do governo Temer derrotaram, por 246 votos, requerimento de retirada de pauta da Proposta de Emenda Constitucional (PEC) do teto dos gastos. Com isso, os governistas conseguiram que vários outros requerimentos da oposição que tentavam adiar a votação fossem...   \n",
       "253   O presidente da República em exercício, Rodrigo Maia, participa da cerimônia de lançamento do Centro de Transparência da Microsoft no Brasil - Jorge William / Agência O Globo BRASÍLIA - O presidente da Câmara e presidente em exercício da República, Rodrigo Maia (DEM-RJ), acertou nesta quarta-fe...   \n",
       "254   Presidente almoçou com lideranças empresariais japonesas e investidores dos dois países - Reprodução BRASÍLIA - O presidente Michel Temer comemorou a aprovação, em segundo turno, da PEC 241, que fixa teto de gastos para a União. Por meio do seu porta-voz, Temer disse que a vitória mostra que há...   \n",
       "255   Câmara dos Deputados durante votação da PEC 241 - Ailton de Freitas / Agência O Globo BRASÍLIA -O plenário da Câmara dos Deputados rejeitou todos os seis destaques que foram apresentados pela oposição para modificar o texto da proposta de emenda à Constituição (PEC) 241, que fixa um teto para o...   \n",
       "256   Plenário do Senado vota em 2º turno, o texto da PEC 55, que limita os gastos públicos. Renan Calheiros preside a Casa - Jorge William/Agência O Globo BRASÍLIA - O presidente do Senado, Renan Calheiros (PMDB-AL), abriu a sessão da Casa às 10h44 nesta terça-feira para votação da PEC do teto dos g...   \n",
       "257   Rodrigo Maia (DEM-RJ), presidente da Câmara dos Deputados - Ailton de Freitas / Agência O Globo BRASÍLIA — Na votação do penúltimo destaque da oposição, por volta de uma e meia da madrugada, os ânimos se acirraram no plenário da Câmara. Incomodados com a reação de deputados da base aliada de Mi...   \n",
       "258   Aprovado. Deputados da base governista e da oposição erguem faixas e cartazes durante a 1ª sessão de votação da PEC 241 na Câmara, no início de outubro - André Coelho / André Coelho/10-10-2016 BRASÍLIA - O governo intensificou a mobilização junto aos aliados para aprovar em segundo turno, amanh...   \n",
       "259   Parlamentares comemoram a aprovação da PEC do teto de gastos em segundo turno no plenário da Câmara - Givaldo Barbosa / Givaldo Barbosa/Agência O Globo BRASÍLIA - O plenário da Câmara dos Deputados aprovou na noite de terça-feira com folga, em segundo turno, o texto-base da proposta de emenda c...   \n",
       "260   O ex-líder do governo no Senado Delcídio Amaral (PT-MS) cita, no acordo de delação premiada, parte da bancada do PMDB na Casa, além de representantes da oposição, segundo reportagem da revista IstoÉ. De acordo com a publicação, o alvo principal de Delcídio é a bancada ligada ao presidente do Co...   \n",
       "261   O setor de planos e seguros de saúde ocupa, há 12 anos, o nefasto primeiro lugar no ranking de atendimentos do Instituto Brasileiro de Defesa do Consumidor (Idec), e as demandas na Justiça só aumentam. O monitoramento do cumprimento de prazos de atendimento e de cobertura dos procedimentos que ...   \n",
       "262   ANS divulga lista de planos de saúde irregulares Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o processo de cancelam...   \n",
       "263   Entraram em vigor hoje (10) novas regras para cancelamento de contratos de planos de saúde a pedido do beneficiário. Segundo o Procon-SP, as operadoras não poderão cobrar multas rescisórias dos consumidores pela suspensão do plano. “A operadora não pode cobrar multa rescisória do consumidor que...   \n",
       "264   Os mais de 14 mil beneficiários da Conmedh Saúde Assistência Integrada de Saúde têm 60 dias, contados a partir de hoje (1º), para mudar de operadora sem cumprir nova carência. A resolução da Agência Nacional de Saúde Suplementar (ANS) autorizando a portabilidade especial foi publicada hoje (1º)...   \n",
       "265   Pesquisa do Instituto de Defesa do Consumidor (Idec) mostra que oito entre nove maiores operadoras de planos de saúde com atuação em São Paulo não cumprem prazos máximos para marcação de consultas estabelecidos pela Agência Nacional de Saúde Suplementar (ANS). Feito entre outubro e novembro, o ...   \n",
       "266   A partir desta sexta-feira, 5, 301 planos de saúde administrados por 38 operadoras estão proibidos de ser comercializados em todo o país. A suspensão foi anunciada na última terça-feira (3) pela Agência Nacional de Saúde Suplementar (ANS). De acordo com o órgão, a venda dos planos ficará suspen...   \n",
       "267   ANS pode cancelar registro de 174 planos de saúde Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o processo de cancela...   \n",
       "268   ANS divulga lista de operadoras de planos de saúde irregulares Uma lista divulgada pela Agência Nacional de Saúde Suplementar (ANS) revela que 174 operadoras de planos de saúde do País estão com os dias contados. Todas informaram endereços inválidos ao órgão regulador, que vai concluir o proces...   \n",
       "269   Valor Online Tamanho do texto A Agência Nacional de Saúde Suplementar (ANS) retomou a proibição de venda de 246 planos de saúde, suspensos no fim de agosto, mas liberados posteriormente por liminares de entidades empresariais. Deste total, cerca de metade é do Grupo Amil. A agência reguladora o...   \n",
       "270   Muitos consumidores optavam por criar um registro de microempreendedor para conseguir celebrar um contrato coletivo com as operadoras de saúde - Agência O Globo -Custódio Coimbra RIO — Entra em vigor na segunda-feira, dia 29, a regulamentação da contratação de plano de saúde coletivo por empres...   \n",
       "271   Manoel Ventura,Luciana Casemiro - O Globo Tamanho do texto BRASÍLIA E RIO - Responsável por regular o setor de planos de saúde, a Agência Nacional de Saúde Suplementar (ANS) passa por uma situação parecida com ministérios, agências reguladoras e empresas estatais: tem diretorias loteadas por in...   \n",
       "272   O ministro da Saúde disse que gostaria de criar planos de saúde privados mais baratos para desonerar o SUS. A declaração precisa ser analisada com enorme cuidado. Em primeiro lugar porque vai na contramão da Constituição Federal, que determina que saúde é direito de todos e dever do Estado e co...   \n",
       "273   Os planos de saúde privados vivem um momento muito complicado. Não bastasse o desemprego que faz com que mais de um milhão de brasileiros os troquem pelo SUS, o medo do desemprego agrava o quadro, com a antecipação do uso aumentando as despesas, sem que aconteça o mesmo com a receita. No meio d...   \n",
       "274   Milícias pró-governo tomam prédios na capital da Somália Milícias aliadas ao governo da Somália tomaram diversos prédios importantes nesta quinta-feira, 28, incluindo o ex-palácio presidencial, disse um porta-voz da facção Aliança Nacional da Somália (ANS). \"Tomamos o controle de Villa Somalia\"...   \n",
       "275   Médica atende paciente: apesar de perda de clientes, operadoras de planos de saúde viram sua receita crescer em 2016 - Elza Fiúza/Agência Brasil BRASÍLIA E RIO - Responsável por regular o setor de planos de saúde, a Agência Nacional de Saúde Suplementar (ANS) passa por uma situação parecida com...   \n",
       "276   Plataforma na Bacia de Santos - Divulgação RIO - As companhias petrolíferas vão em qualquer lugar onde haja petróleo, independentemente do regime político e da situação econômica do país. A máxima, que costuma ser dita por executivos da área petrolífera, pode ser constatada diante da grande exp...   \n",
       "277   Publicidade Se a situação da saúde pública no Brasil está ruim, nunca foi, porém, tão boa. Agora que o problema está em evidência, há uma oportunidade histórica para enfrentá-lo, discuti-lo e adotar medidas para solucioná-lo. Curta o Painel do Leitor no Facebook Siga o Painel do Leitor no Twitt...   \n",
       "278   Pipocam na imprensa manifestos, entrevistas e declarações de economistas do PT que condenam a política do ajuste fiscal praticada pelo segundo governo Dilma. Em seu lugar, recomendam a adoção de políticas econômicas anticíclicas. Com isso, querem dizer que, em vez de uma política de austeridade...   \n",
       "279   A tendência não seria a redução do valor ao invés de aumento? Muito oportuna a publicação da matéria do SP Reclama de 15/7 sobre o aumento de planos de saúde coletivos. (Reajustes de contratos coletivos por adesão não seguem o valor fixado pela ANS) Os planos de saúde têm dois pesos e duas medi...   \n",
       "280                  Edson Godoy Bueno, da Amil, está preocupado com a decisão da ANS de ampliar o espectro de cobertura dos planos de saúde. “Os contratos de empresas podem até suportar aumento de custos, mas os de pessoas físicas precisarão ser reajustados.” O que promoverá queda de cabelos, na certa.   \n",
       "281   PLANOS DE SAÚDE A ANS é uma mãe... O sonho de todo aposentado é ter seu reajuste anual definido pela Agência Nacional de Saúde Suplementar (ANS), e não pelo INSS. A entidade que autoriza os aumentos das operadoras de planos é muito generosa quando se trata de defendê-las. Ao contrário do INSS, ...   \n",
       "282   A avaliação de Lula Em entrevista à TV portuguesa RTP, o ex-presidente Lula disse que o julgamento do mensalão pelo Supremo Tribunal Federal (STF), que resultou na condenação de petistas graúdos, foi 20% amparado em critérios jurídicos e 80% em critérios políticos. Quis, assim, sentenciar que a...   \n",
       "283   ECONOMIA Aumento criminoso Considerando a inflação acumulada, da ordem de um dígito, nos últimos anos, a cobrança extorsiva de um aumento de 15% nas contas de energia da Eletropaulo é um crime contra a economia popular. A desculpa é que repassaram aumentos das empresas geradoras de energia que ...   \n",
       "284   Apadrinhamento político é praga, diz o candidato No final da tarde, em vista ao Conselho Regional de Enfermagem, em São Paulo, Serra afirmou que o apadrinhamento político nas agências do governo é uma \"praga\" que precisa ser combatida para não virar \"epidemia\". \"Virou um ponto de estacionamento...   \n",
       "285   PLANOS DE SAÚDE Fora da realidade A irracionalidade do aumento do preço das mensalidades dos planos de saúde merece uma reflexão mais apurada. Se, por um lado, os avanços das técnicas diagnósticas, os progressos nos recursos medicamentosos e o conhecimento de novos e caros caminhos permitem à A...   \n",
       "286   FHC e Mirian Dutra É impressionante como o PT consegue absorver todos os vícios e malfeitos do País. O exemplo atual é o caso requentado da relação extraconjugal de Fernando Henrique Cardoso com a jornalista Mirian Dutra. Desta vez o aprendizado foi com o ex-presidente cassado Fernando Collor d...   \n",
       "287   JUSTIÇA X CORRUPÇÃO Conduta condenável Lendo a matéria Prisão de Lula une PT e Planalto contra 2.ª instância (13/4, A4), fiquei estarrecido com a conduta dos petistas Luiz Marinho e Gilberto Carvalho, juntamente com Gilmar Mendes, de pressionar o ministro Alexandre de Moraes, do Supremo Tribuna...   \n",
       "288   E agora, Josés? A festa acabou. Finalmente, após sete longos anos, o ministro Joaquim Barbosa, relator da Ação Penal 470, o mensalão, no Supremo Tribunal Federal (STF), iniciou o julgamento do chamado \"núcleo político\" do fétido esquema e, com certeza, finalizará com chave de ouro sua brilhante...   \n",
       "289   Temos de ficar muito atentos nos próximos dias. Ontem ouvi a candura com a qual Renan verbalizou a \"necessidade\" de mudar os termos da delação premiada, certamente temeroso pelo fato de que Brasília tenha virado de pernas para o ar com as informações de Sérgio Machado, já contando com novas ond...   \n",
       "290   AGÊNCIAS REGULADORAS Feudos políticos Sem regra clara, agências são dominadas por políticos (23/4, A1). E por que são tão disputadas por políticos? Pela simples razão de serem os diretores dessas agências que definem – por vias tarifárias – o dinheiro que entra e sai nas empresas monopolísticas...   \n",
       "291   BRASÍLIA - O ministro do Desenvolvimento, Indústria e Comércio Exterior, Armando Monteiro Neto (PTB-PE), volta a ocupar, nesta segunda-feira, 9, sua vaga de senador por Pernambuco, para votar contra o impeachment da presidente Dilma Rousseff na quarta, 11. A exoneração do ministro, que estava l...   \n",
       "292   O ministro do Desenvolvimento, Indústria e Comércio Exterior, Armando Monteiro, foi exonerado, a pedido, para votar no processo de impeachment no Senado Federal. Monteiro tem mandato de senador pelo PTB-PE e vai votar contra o afastamento da presidenta Dilma Rousseff. A exoneração foi publicada...   \n",
       "293   Brasília - Por unanimidade, a Comissão de Ética Pública da Presidência da República decidiu aplicar nesta manhã advertência ao presidente do Conselho Administrativo de Defesa Econômica (Cade), Vinicius Carvalho. Na prática, a punição vai constar no currículo de Carvalho. O processo foi aberto a...   \n",
       "294   Novo diretor da CIA pede mudança na lei que proíbe escutas sem autorização O general nomeado para o cargo de diretor da CIA, Michael Hayden, sugeriu a um senador democrata a realização de mudanças na lei que permite o monitoramento telefônico em território americano. Para o presidente George W....   \n",
       "295   O Globo,Com agências internacionais Tamanho do texto NOVA YORK - Glenn Greenwald, o jornalista que divulgou os programas secretos de vigilância dos Estados Unidos, afirmou nesta terça-feira que haverá novas revelações importantes. Greenwald, que escreve para o “The Guardian” e mora no Rio desde...   \n",
       "296   \"Os mercados financeiros têm estado voláteis o ano inteiro, mas o mercado de arte continua com bom desempenho\", disse Marc Porter, presidente da Christies Americas. \"Está incrivelmente forte.\" Tanto a Christies quanto a Sothebys estão oferecendo muitas obras avaliadas em mais de 10 milhões de d...   \n",
       "297   Atualizado às 22h15 Brasília - O PMDB manobrou nesta terça-feira, 14, na CPI da Petrobrás e conseguiu aprovar que a oitiva de Fernando Soares, o Fernando Baiano, apontado como um dos operadores do partido no esquema de corrupção na estatal investigado pela Operação Lava Jato, seja em sessão fec...   \n",
       "298   Cheney: agressividade dos EUA impediram novos ataques ao país O vice-presidente dos Estados Unidos, Dick Cheney, disse nesta segunda-feira que a ação agressiva dos Estados Unidos é responsável pela prevenção de novos ataques terroristas desde os atentados de 11 de setembro de 2001. \"Ninguém pod...   \n",
       "299   A declaração da ONU foi celebrada por diversos governos, incluindo o do Brasil, que se preparam para pressionar os EUA na entidade diante do mal-estar causado pelo esquema de vigilância denunciado por Snowden. Para Brasília, a declaração amplia a possibilidade da aprovação de uma resolução na O...   \n",
       "300   Facebook. Diego Dzodan é anunciado vice-presidente do Facebook para a América Latina, tendo comandado anteriormente na região Software AG e SAP. Transpetro. A Transpetro tem como novo presidente o até então gerente executivo corporativo de abastecimento da Petrobras, Antônio Rubens Silva Silvin...   \n",
       "\n",
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       "121   591747  \n",
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       "123  3836070  \n",
       "124   487196  \n",
       "125   918135  \n",
       "126   743895  \n",
       "127   620191  \n",
       "128  5411311  \n",
       "129  4273927  \n",
       "130  2181331  \n",
       "131  3921990  \n",
       "132  5221212  \n",
       "133   747987  \n",
       "134  5221308  \n",
       "135  2249051  \n",
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       "137  3105365  \n",
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       "139  4375005  \n",
       "140  2962032  \n",
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       "142  3134968  \n",
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       "246   812048  \n",
       "247   635911  \n",
       "248   378709  \n",
       "249  1078689  \n",
       "250   374104  \n",
       "251  4318579  \n",
       "252  1861509  \n",
       "253  1865585  \n",
       "254  1861179  \n",
       "255  1861048  \n",
       "256  4318422  \n",
       "257  1861178  \n",
       "258  1862429  \n",
       "259  1861018  \n",
       "260  1236279  \n",
       "261  1536708  \n",
       "262  2824162  \n",
       "263  4613992  \n",
       "264  3265521  \n",
       "265  1646325  \n",
       "266  1685677  \n",
       "267  2824096  \n",
       "268  2824156  \n",
       "269  4186897  \n",
       "270  5052575  \n",
       "271  4718078  \n",
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       "273  1200543  \n",
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       "275  4718196  \n",
       "276  5324814  \n",
       "277  3417151  \n",
       "278  1285446  \n",
       "279  1549269  \n",
       "280  2213942  \n",
       "281  5381913  \n",
       "282  1441934  \n",
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       "286  1241556  \n",
       "287  5209748  \n",
       "288  1686832  \n",
       "289  1208944  \n",
       "290  5232928  \n",
       "291  1220734  \n",
       "292  3247101  \n",
       "293  1506152  \n",
       "294  2816395  \n",
       "295  4197696  \n",
       "296  1889108  \n",
       "297  1316223  \n",
       "298  2808026  \n",
       "299  1550460  \n",
       "300  1298786  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    ids = pd.Series(idsnews)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, ids], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "#idsnews = df['id']\n",
    "idsnews = df.index.values\n",
    "df_topic_sents_keywords = format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text', 'Id']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(10)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\", \"Id\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 300\n",
    "pd.options.display.max_rows = 810\n",
    "sent_topics_sorteddf_mallet.index = np.arange(1, len(sent_topics_sorteddf_mallet) + 1)\n",
    "sent_topics_sorteddf_mallet['Topic_Num'] = sent_topics_sorteddf_mallet['Topic_Num'].apply(lambda x: x+1)\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text', 'Id']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferindo o tópico de cada notícia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>topic_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3141544</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3140486</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3140274</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3140148</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3139702</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   news_id  topic_num\n",
       "0  3141544         18\n",
       "1  3140486         27\n",
       "2  3140274         14\n",
       "3  3140148         14\n",
       "4  3139702         23"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#news_ids = df['id'].tolist()\n",
    "news_ids = df.index.values\n",
    "news_topics = []\n",
    "for i, row in enumerate(lda_model[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        (topic_num, prop_topic) = row[0]\n",
    "        news_topics.append(topic_num+1)\n",
    "\n",
    "d = {'news_id': news_ids, 'topic_num': news_topics}\n",
    "my_df_topics = pd.DataFrame(data=d)\n",
    "option = 'option' + '4'\n",
    "#my_df_topics.to_csv('/Users/fabiola/Desktop/FGV/toy/ans/ans_topics_' + option + '.csv', index=False)\n",
    "my_df_topics.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index_2000_init = 0\n",
      "index_2001_init = 70\n",
      "index_2002_init = 203\n",
      "index_2003_init = 281\n",
      "index_2004_init = 324\n",
      "index_2005_init = 369\n",
      "index_2006_init = 373\n",
      "index_2007_init = 410\n",
      "index_2008_init = 415\n",
      "index_2009_init = 452\n",
      "index_2010_init = 551\n",
      "index_2011_init = 725\n",
      "index_2012_init = 911\n",
      "index_2013_init = 1122\n",
      "index_2014_init = 1538\n",
      "index_2015_init = 2009\n",
      "index_2016_init = 2497\n",
      "index_2017_init = 2983\n",
      "index_2018_init = 3428\n",
      "index_2018_end = 3782\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "year_init = 2000\n",
    "i = 0\n",
    "indexint = 'index_' + str(year_init) + '_init = ' + str(i)\n",
    "print(indexint)\n",
    "for index, row in df.iterrows():\n",
    "    d1 = row['publication_date']\n",
    "    d1 = d1[:19]    \n",
    "    datetime_object1 = datetime.datetime.strptime(d1, '%Y-%m-%dT%H:%M:%S')\n",
    "    current_year = datetime_object1.year\n",
    "    if not (current_year == year_init):\n",
    "        indexint = 'index_' + str(current_year) + '_init = ' + str(i)\n",
    "        print(indexint)\n",
    "        year_init = current_year\n",
    "    i = i+1\n",
    "indexint = 'index_' + str(current_year) + '_end = ' + str(i)\n",
    "print(indexint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2000_init = 0\n",
    "index_2001_init = 70\n",
    "index_2002_init = 203\n",
    "index_2003_init = 281\n",
    "index_2004_init = 324\n",
    "index_2005_init = 369\n",
    "index_2006_init = 373\n",
    "index_2007_init = 410\n",
    "index_2008_init = 415\n",
    "index_2009_init = 452\n",
    "index_2010_init = 551\n",
    "index_2011_init = 725\n",
    "index_2012_init = 911\n",
    "index_2013_init = 1122\n",
    "index_2014_init = 1538\n",
    "index_2015_init = 2009\n",
    "index_2016_init = 2497\n",
    "index_2017_init = 2983\n",
    "index_2018_init = 3428\n",
    "index_2018_end = 3782\n",
    "\n",
    "indexes = [index_2000_init,index_2001_init,index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2018_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a20100ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a20100668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a20100e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a37df60b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2b537be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2b417358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2b4fbdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a288a77f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a23c405f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bbe8828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a235aadd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a23f4ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1cf14f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AXpGZn4qIB1HO7j2McgTkxRGxRwM5xwP/FGV43s2UM2GfoZyx/DvgYxGxdROd5tqm11PW15kR8XDgw8BpwJ9TOhHrJs2pWSdQdgQOBQ6sL+oNwBpgfc16SgM5x1POeP1RZn62FsKpo6U0WRxr1oeB3YFXR8TBwGspRxjPolw3cHiDWZcC+wFPBsjMa4BrKGf6Dq/zNVZn6o79SspRvlOmpmfmKyjDms6Jhq6LqG8knwS+lJmfppwVOAs4pe6IN3IxfGb+inK29/MREfWA0Keo1ynUnEYOSGXmL4E31AMbqykHot5K2WbuAd5Vd/ImNrTM64GjM/PxlB3GLwG7NJGTZWjUXwEbKQfZvkjZBj8I/DvwtrqTPLG4d4j3NZQ6ewbwrsw8vS7DR6JewzJpVmbeRTmId0XN/QllZ2fPuiyNvK5q7bmTckDoAkpNPB/4b5Q6/4mow7QayroLODkinlvbdRLlINHHgGcNzNeEqVrx+1MTmq4VA3Xiiy3Xiayv3w2UWrGirVpRs35BqRWfiohtabdWTD3fe9Jenchaa99J2Xd5GS3WigFfppyhOoOGa0Vt08+5t05sRkt1YsAdlFpxIS3Wiupu4Pci4uyWa8U9wCERcUZm/rq+p7ya8p5yVoP1aOEsxOnELn8op7e/BjxyaPqulB78BfX2gcBuDWTdCDxqmvsu595hA/sy4enhgXYdMjDtQOAF9e/9KWOqJxoGWXNumGoTsDVwcf37SZSjfZ8Gtmroufo6cEC9fTHwC0ohAziAMiTxmIaybgAOrrcvoZytfEW9vQ3wIsrZsSbX36YD910JvGrStkyz/U216SLKGdLz6+0HUzrMpzeY9UjKztTFdXvbUH8fTHlDbWSo6vBrsz7+rcAZA9P2ATY0nTV03/F1ez8eeD7wZsYcSjJHzlHA5+rfpwH/nQmGTg1mDS4vsPfA37vX53GiYdlDWVNDew4Cng3sBHwL+Arw5oa3iR0oZx3OHpi2vrZpouE+02TtRTk78FlqXa/T3zPb8zru+hu4/Rjgewy9nzXUpt0oO6UXDG5rtTaubTjrMMpO9jsoO24rgacAf9pAuw4FzgQeU28f2EatGMxhaNhmk3VimqzNhu5rulYMZm05ML3RWjGQcwSwTZ12cNN1Yihrah9se+BVLdWK/2hXvb1HrRWfa7JWDD1PWw/d11idmGH97dpirRjOOqSNWlG3u5cAx9Xbh1GGeJ9SbwdwMvBnTazDhf5Z8AVotXHwRMrRmg8Aew1Mn7r+bFfKEZ2rgeuBnRrK2nNg+qr6+6OUDthTgCuA7RvKesgs872JMpS00RzKmPALKdckPrcWzb9kaMdkgqzBN5UnDM13AfAHDW4Xe9dpO1E+oOXrU8WLcir/zfVFP+83z1nW39QO8PF1Pa5ucVt/OrVzXm+fB7yu/j3WDsFQ1u512i7ACylHtKfa93bgYQ207beuta3TD6MM6fxP9fk7gzL0YvUEbZvxut6B7eIA4N8oZ7n3bzqn/r0P5c3tdyj16aFNrr/pXquUI6WfmGR7nOW52q2ur9u49/qVjzFmzZ0lZytg86E2fZy6M9lw1t51e3slpTP7DMqBnQc0/FytGJrnpZSd0kbbRKlzW1DO3Dy7TjuNcmZi7IOTs6y/7Wre1Pvx8ylnjjad4PU7eK38RmoHj7Jj11itYOZr8jdpsk7MlVV/N1krps2aZr6JasUsbdqjyToxwzbxrDp9Nc3Xipm2v/1osFbMsv4GD+RNXCfmWH9b03ytGM6aeuw1NFgruO/nXHwdeEqdfgLlIMNZ9fZZdfvbapycxfSz4AvQWsPKhZZfrxvgiynXSx0xcP9UQX4ZpSDv11DWS4az6jyvpQx5+yyTFf5R23U65UNAdm8w58h638mUN5UT6+1dmeBozgxZR03TptMowx/HatMMWedRP0yEct3F+yhnYV9GOQAw1hvnXM9TnedBdZ6JLq6fZvs7j3uPim0LvIXS8Xoe8FVmOUAwRtbrgUdP81ydSTnz/MAJ23Yo8H7gBZTO+Iah+x9Buc7jHZQ3mklexzNmcd+O2OOAnwL7tJUDPIByLc5V4+bMI2sVZSf4ywwcaGnhuTqFMkRr6va4Z0Rna9Pgzs5zKEeE22zTQ4E/oZwxvxzYt63nauC1dQJlJ26s0RQjtOkw4MeUo/TXtbj9rRxo27MoQ78nyXoc5WzakfX2SZQdxwfW243UihlyvsHQjvukdWLUrAZrxShZE9eKWXKmPjSnkToxxzaxw9B8TdSKuba/RmrFXM8TDdWJObJ2qLebrBUzrb8dB+aZuFZQOnpXAY+rt19MObC/Z719AGXU1Tso+zpj1/TF9LPgC9Baw8rwskfXv/einI16HQOfEkg5MnsFE3S+Zsg6Z5qsiylHN/dsOOs+7QI2p5w9vHHCF950bTqXclRqJfWTOLt4rihHnE+oL7yxi/EsWecOPVenUK5B26vhnPtsE/W+E5ngSOyI6+8gyrWdb55km5gj6zED8xxJOdAwadZxlGs3T6EcWXsQ9QL3oflW1W1ykrPlo2YF8ATG7DDPI2d7ypHgsc+MziPrfpSDAZPs6MyZxX07YuN29EZt0zaUUQCttmmwLcC2bWcNzD/W0fN5tGnn+voe+2DNPLI2pwzdm+Qg1HHATZSRJpsMPCcfBtYPzLcF5WzAWLVijpw9BreJSerEPLPWUK49m7RWjJK13SS1YtScwfXYQZtWN1QrRsmaOsA2Vq0YY/1NcpZt1DbtQunITlorRslaNUmtqDk3UC9votSkn1E6qx+lnJTZkvJ9e/dn6KDAUv5Z8AVovYH3bjR7cm8n7LCB++/fctbUuO31THgtxwhZU9eF7QTs0lLO67nvdYKNndqe7bmqBbmRNs2QdS4DHZaW2/TopnNmyDqPgTH7TDDMdr7tYoKhbPX/R73W9hFM8ybXUtbDgZ07yDmIsnO8WQdZj6B09ia59qaT66Ln2abtOmrTwzvc/g5koOPS8vb34I7a9HAGjtxPkDXKtfL7T1KX5pGzHxN0/OeZNXV9+6S1YtT1t5Ixv6JghJwj699NfabBqG3atIFaMep2MXbnYR45+06SM9/tjwn3oee5/sYeTslon3PxUeDYSdqzWH96/2mcWT+aNTP/hdJ7vxt4ekQ8uk7/cctZvx8Rj8zMmzLzWy1nnRYRh2Tm9zPzlpZy7gROj/JVFmR9lbSUdTfwjIg4NDN/1lSbZsi6i/Jx2Y1+hPUMbTp1av21nPVz4A8i4rA6/VctZk216/A6/QfjPnZEPBF4F+Xs4M8Gpq/IzJsp4+h3ioirubedXWS9h/Kxz23nXELZWfxlB1nvpnwIw1ifSDzG+ru7ozZt0VGb3k2329+dHeRcAoy17Y2R9R4m+FTwgazrgB8NTJ/62oNfAT+tn6p8AWN+ifY8cy6kdCDGMs+sDRGxpoFaMer6u18OfDF4wzk/GVh/Y+9XjNGmbRuoFaNmzXvdjZFz4bg5Y2RtYIKv3hqjXVuMs885VJN+OjU9M6/JzAvr39dSho3uPF5rFrmF7m12/UM53fxyJvzEoHlmTXSWYzFl9bFNXW4XC7T9LZksFu5a29ay+tgm19/Syepjm6bJau1a+a5y+prVxza5/pZOFh19zsVi/5lq5LISEZtmg2c5lltWH9vUZVYf29RUVkQ8kjLc9MqI2ItSgFcCH83Mz9d59qZ86MyLshyNW9RZfWxTl1l9bFOXWX1s0wxZp1HOqA1mXVynH5BlFMKizelrVh/b1GVWH9vUZdZcNSnKd0WeQLkU5eTMvH7cNi1my7KzJ2lxq0O+fhMRewLPpLwJXJaZX6j33z8bGoLdVVYf29RlVh/b1GVWH9s0S9bfZebnImI98Ots4BKKrnL6mtXHNnWZ1cc2dZk1Q86lmfnPEbET5brNxi4VWmzs7Ela1GpxfgblEyrfm5lXLvWsPrapy6w+tqnLrD62aShrDfCuzLxqKef0NauPbeoyq49t6jJrKOeSzPxSGzmLSe8/oEXS0laHb7wP+D4w9rCRxZTVxzZ1mdXHNnWZ1cc2DWV9D/jOUs/pa1Yf29RlVh/b1GXWUM6328pZTDyzJ2lJiCV2/eFiyulrVh/b1GVWH9vUZVYf29RlVh/b1GVWH9vUZVaXbVpodvYkSZIkqYccxilJkiRJPWRnT5IkSZJ6yM6eJEmSJPWQnT1JkiRJ6iE7e5IkSZLUQ3b2JEmSJKmH7OxJkiRJUg/Z2ZMkSZKkHrKzJ0mSJEk99P8BnZjGqZMy48UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1cef3470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bc11358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1b95d1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1cfddc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a283fe0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a201b47f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>8.557001e-03</td>\n",
       "      <td>0.001561</td>\n",
       "      <td>2.674673e-03</td>\n",
       "      <td>1.192882e-05</td>\n",
       "      <td>5.434373e-03</td>\n",
       "      <td>3.286259e-02</td>\n",
       "      <td>9.729586e-04</td>\n",
       "      <td>4.369198e-03</td>\n",
       "      <td>5.313696e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.192882e-05</td>\n",
       "      <td>4.141852e-02</td>\n",
       "      <td>0.004557</td>\n",
       "      <td>1.192882e-05</td>\n",
       "      <td>1.192882e-05</td>\n",
       "      <td>0.179356</td>\n",
       "      <td>1.762722e-02</td>\n",
       "      <td>0.006853</td>\n",
       "      <td>6.800587e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>9.249635e-03</td>\n",
       "      <td>0.003652</td>\n",
       "      <td>5.378972e-03</td>\n",
       "      <td>6.779482e-04</td>\n",
       "      <td>2.069787e-02</td>\n",
       "      <td>1.357108e-02</td>\n",
       "      <td>4.660264e-06</td>\n",
       "      <td>8.663818e-03</td>\n",
       "      <td>9.522344e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.180900e-03</td>\n",
       "      <td>8.284706e-02</td>\n",
       "      <td>0.010721</td>\n",
       "      <td>4.660264e-06</td>\n",
       "      <td>2.537103e-03</td>\n",
       "      <td>0.135996</td>\n",
       "      <td>7.824005e-03</td>\n",
       "      <td>0.003347</td>\n",
       "      <td>3.586284e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>9.900748e-03</td>\n",
       "      <td>0.014251</td>\n",
       "      <td>6.298504e-04</td>\n",
       "      <td>1.198457e-03</td>\n",
       "      <td>2.353734e-03</td>\n",
       "      <td>6.813541e-02</td>\n",
       "      <td>3.903055e-03</td>\n",
       "      <td>1.831116e-02</td>\n",
       "      <td>1.216820e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.225167e-03</td>\n",
       "      <td>1.303132e-01</td>\n",
       "      <td>0.001760</td>\n",
       "      <td>1.053268e-03</td>\n",
       "      <td>1.000055e-05</td>\n",
       "      <td>0.130821</td>\n",
       "      <td>1.619964e-02</td>\n",
       "      <td>0.006727</td>\n",
       "      <td>2.859522e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>2.206473e-03</td>\n",
       "      <td>0.007913</td>\n",
       "      <td>1.704607e-03</td>\n",
       "      <td>1.316841e-05</td>\n",
       "      <td>4.719571e-03</td>\n",
       "      <td>2.308532e-02</td>\n",
       "      <td>2.526998e-03</td>\n",
       "      <td>2.107985e-03</td>\n",
       "      <td>3.789117e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>8.322927e-03</td>\n",
       "      <td>2.366046e-02</td>\n",
       "      <td>0.010140</td>\n",
       "      <td>1.316841e-05</td>\n",
       "      <td>4.803773e-03</td>\n",
       "      <td>0.141592</td>\n",
       "      <td>1.373319e-02</td>\n",
       "      <td>0.016926</td>\n",
       "      <td>1.678812e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>5.823649e-03</td>\n",
       "      <td>0.009537</td>\n",
       "      <td>2.818752e-07</td>\n",
       "      <td>2.818752e-07</td>\n",
       "      <td>1.456207e-03</td>\n",
       "      <td>2.684025e-02</td>\n",
       "      <td>7.213316e-03</td>\n",
       "      <td>2.818752e-07</td>\n",
       "      <td>6.954862e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>8.357862e-03</td>\n",
       "      <td>1.670987e-02</td>\n",
       "      <td>0.016183</td>\n",
       "      <td>2.818752e-07</td>\n",
       "      <td>1.041261e-02</td>\n",
       "      <td>0.223624</td>\n",
       "      <td>4.229193e-02</td>\n",
       "      <td>0.019730</td>\n",
       "      <td>1.353171e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>0.027585</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>...</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>0.010652</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>0.311025</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>0.026732</td>\n",
       "      <td>2.835231e-07</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.454502e-03</td>\n",
       "      <td>0.016778</td>\n",
       "      <td>1.994522e-02</td>\n",
       "      <td>3.023815e-05</td>\n",
       "      <td>1.292083e-03</td>\n",
       "      <td>1.306373e-01</td>\n",
       "      <td>3.324571e-02</td>\n",
       "      <td>2.431764e-03</td>\n",
       "      <td>2.241040e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.382011e-03</td>\n",
       "      <td>4.513607e-04</td>\n",
       "      <td>0.022159</td>\n",
       "      <td>3.023815e-05</td>\n",
       "      <td>6.061131e-04</td>\n",
       "      <td>0.159568</td>\n",
       "      <td>4.960263e-02</td>\n",
       "      <td>0.006565</td>\n",
       "      <td>3.674037e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>0.006667</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>1.869000e-02</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>0.006667</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>0.134905</td>\n",
       "      <td>1.189327e-02</td>\n",
       "      <td>0.025150</td>\n",
       "      <td>6.666894e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>0.012345</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>1.389672e-02</td>\n",
       "      <td>3.057101e-02</td>\n",
       "      <td>2.851740e-02</td>\n",
       "      <td>1.451455e-02</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>2.768468e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.174532e-02</td>\n",
       "      <td>3.179335e-02</td>\n",
       "      <td>0.016648</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>0.077469</td>\n",
       "      <td>4.277392e-02</td>\n",
       "      <td>0.021887</td>\n",
       "      <td>1.081142e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.289120e-03</td>\n",
       "      <td>0.011679</td>\n",
       "      <td>1.111070e-02</td>\n",
       "      <td>1.362238e-02</td>\n",
       "      <td>8.026332e-03</td>\n",
       "      <td>6.264675e-02</td>\n",
       "      <td>6.064044e-03</td>\n",
       "      <td>3.689721e-03</td>\n",
       "      <td>3.710164e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>6.949904e-03</td>\n",
       "      <td>6.068339e-02</td>\n",
       "      <td>0.027001</td>\n",
       "      <td>3.371231e-04</td>\n",
       "      <td>5.623579e-03</td>\n",
       "      <td>0.219906</td>\n",
       "      <td>3.179784e-02</td>\n",
       "      <td>0.012637</td>\n",
       "      <td>1.321136e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.975012e-02</td>\n",
       "      <td>0.032915</td>\n",
       "      <td>5.796924e-03</td>\n",
       "      <td>2.048570e-02</td>\n",
       "      <td>1.392170e-02</td>\n",
       "      <td>2.525258e-02</td>\n",
       "      <td>2.066379e-02</td>\n",
       "      <td>9.306325e-03</td>\n",
       "      <td>7.113526e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>6.409447e-03</td>\n",
       "      <td>4.120134e-02</td>\n",
       "      <td>0.048436</td>\n",
       "      <td>1.797372e-05</td>\n",
       "      <td>2.454142e-04</td>\n",
       "      <td>0.089239</td>\n",
       "      <td>5.433991e-02</td>\n",
       "      <td>0.022199</td>\n",
       "      <td>1.274815e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.816036e-02</td>\n",
       "      <td>0.042840</td>\n",
       "      <td>6.790511e-03</td>\n",
       "      <td>8.522781e-03</td>\n",
       "      <td>4.220557e-02</td>\n",
       "      <td>2.241249e-02</td>\n",
       "      <td>1.766959e-02</td>\n",
       "      <td>1.430649e-02</td>\n",
       "      <td>1.148909e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.445189e-03</td>\n",
       "      <td>3.407277e-02</td>\n",
       "      <td>0.013701</td>\n",
       "      <td>3.723509e-05</td>\n",
       "      <td>3.379123e-03</td>\n",
       "      <td>0.099394</td>\n",
       "      <td>5.253267e-02</td>\n",
       "      <td>0.028391</td>\n",
       "      <td>1.789354e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>1.954374e-02</td>\n",
       "      <td>0.022992</td>\n",
       "      <td>6.467808e-03</td>\n",
       "      <td>5.509714e-03</td>\n",
       "      <td>2.406449e-02</td>\n",
       "      <td>7.426649e-02</td>\n",
       "      <td>1.177222e-02</td>\n",
       "      <td>5.548907e-02</td>\n",
       "      <td>1.366374e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.504364e-02</td>\n",
       "      <td>2.060315e-02</td>\n",
       "      <td>0.013478</td>\n",
       "      <td>5.933309e-03</td>\n",
       "      <td>6.032070e-03</td>\n",
       "      <td>0.147015</td>\n",
       "      <td>5.003000e-02</td>\n",
       "      <td>0.031943</td>\n",
       "      <td>1.024448e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>2.199447e-02</td>\n",
       "      <td>0.024528</td>\n",
       "      <td>1.180301e-02</td>\n",
       "      <td>1.517788e-02</td>\n",
       "      <td>7.831331e-03</td>\n",
       "      <td>1.603118e-02</td>\n",
       "      <td>2.200546e-02</td>\n",
       "      <td>1.122466e-02</td>\n",
       "      <td>5.969793e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>6.299820e-02</td>\n",
       "      <td>1.988634e-02</td>\n",
       "      <td>0.014098</td>\n",
       "      <td>3.090552e-02</td>\n",
       "      <td>1.946464e-03</td>\n",
       "      <td>0.170210</td>\n",
       "      <td>4.480634e-02</td>\n",
       "      <td>0.019705</td>\n",
       "      <td>2.864605e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>3.133478e-02</td>\n",
       "      <td>0.029083</td>\n",
       "      <td>3.179665e-02</td>\n",
       "      <td>1.261833e-02</td>\n",
       "      <td>9.720952e-03</td>\n",
       "      <td>2.005097e-02</td>\n",
       "      <td>2.461465e-02</td>\n",
       "      <td>9.787396e-03</td>\n",
       "      <td>7.325214e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.957860e-02</td>\n",
       "      <td>4.017801e-02</td>\n",
       "      <td>0.026914</td>\n",
       "      <td>1.468253e-02</td>\n",
       "      <td>3.374551e-03</td>\n",
       "      <td>0.148496</td>\n",
       "      <td>4.443855e-02</td>\n",
       "      <td>0.021039</td>\n",
       "      <td>1.949783e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.279532e-02</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>6.109068e-02</td>\n",
       "      <td>1.324893e-02</td>\n",
       "      <td>1.061441e-02</td>\n",
       "      <td>1.131657e-02</td>\n",
       "      <td>2.298650e-02</td>\n",
       "      <td>2.651611e-02</td>\n",
       "      <td>5.100305e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.778457e-02</td>\n",
       "      <td>1.941057e-02</td>\n",
       "      <td>0.020328</td>\n",
       "      <td>2.152390e-02</td>\n",
       "      <td>2.448873e-03</td>\n",
       "      <td>0.085592</td>\n",
       "      <td>4.312047e-02</td>\n",
       "      <td>0.020004</td>\n",
       "      <td>1.858074e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.637333e-02</td>\n",
       "      <td>0.027472</td>\n",
       "      <td>2.489201e-02</td>\n",
       "      <td>1.586443e-02</td>\n",
       "      <td>1.963526e-02</td>\n",
       "      <td>1.513023e-02</td>\n",
       "      <td>3.420536e-02</td>\n",
       "      <td>6.930492e-02</td>\n",
       "      <td>3.888294e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>7.275037e-03</td>\n",
       "      <td>1.400581e-02</td>\n",
       "      <td>0.039028</td>\n",
       "      <td>1.057121e-02</td>\n",
       "      <td>2.169378e-02</td>\n",
       "      <td>0.060502</td>\n",
       "      <td>5.121738e-02</td>\n",
       "      <td>0.020866</td>\n",
       "      <td>1.974548e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.599470e-02</td>\n",
       "      <td>0.037390</td>\n",
       "      <td>9.999221e-03</td>\n",
       "      <td>1.330615e-02</td>\n",
       "      <td>2.577314e-02</td>\n",
       "      <td>9.462691e-03</td>\n",
       "      <td>3.511913e-02</td>\n",
       "      <td>8.174468e-03</td>\n",
       "      <td>3.003143e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>9.311823e-03</td>\n",
       "      <td>1.804963e-02</td>\n",
       "      <td>0.046484</td>\n",
       "      <td>7.853282e-03</td>\n",
       "      <td>5.745336e-03</td>\n",
       "      <td>0.054074</td>\n",
       "      <td>5.747351e-02</td>\n",
       "      <td>0.026609</td>\n",
       "      <td>2.062983e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>2.107408e-02</td>\n",
       "      <td>0.045860</td>\n",
       "      <td>1.127406e-02</td>\n",
       "      <td>5.835404e-03</td>\n",
       "      <td>2.189646e-02</td>\n",
       "      <td>1.652470e-02</td>\n",
       "      <td>2.294206e-02</td>\n",
       "      <td>8.616010e-03</td>\n",
       "      <td>1.733397e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.713162e-02</td>\n",
       "      <td>1.163424e-02</td>\n",
       "      <td>0.025128</td>\n",
       "      <td>2.474095e-03</td>\n",
       "      <td>6.185441e-03</td>\n",
       "      <td>0.041336</td>\n",
       "      <td>5.397735e-02</td>\n",
       "      <td>0.044186</td>\n",
       "      <td>1.699852e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano            T1        T2            T3            T4            T5  \\\n",
       "0  2000.0  8.557001e-03  0.001561  2.674673e-03  1.192882e-05  5.434373e-03   \n",
       "0  2001.0  9.249635e-03  0.003652  5.378972e-03  6.779482e-04  2.069787e-02   \n",
       "0  2002.0  9.900748e-03  0.014251  6.298504e-04  1.198457e-03  2.353734e-03   \n",
       "0  2003.0  2.206473e-03  0.007913  1.704607e-03  1.316841e-05  4.719571e-03   \n",
       "0  2004.0  5.823649e-03  0.009537  2.818752e-07  2.818752e-07  1.456207e-03   \n",
       "0  2005.0  2.835231e-07  0.027585  2.835231e-07  2.835231e-07  2.835231e-07   \n",
       "0  2006.0  3.454502e-03  0.016778  1.994522e-02  3.023815e-05  1.292083e-03   \n",
       "0  2007.0  6.666894e-03  0.006667  6.666894e-03  6.666894e-03  6.666894e-03   \n",
       "0  2008.0  1.081142e-02  0.012345  1.081142e-02  1.389672e-02  3.057101e-02   \n",
       "0  2009.0  6.289120e-03  0.011679  1.111070e-02  1.362238e-02  8.026332e-03   \n",
       "0  2010.0  1.975012e-02  0.032915  5.796924e-03  2.048570e-02  1.392170e-02   \n",
       "0  2011.0  1.816036e-02  0.042840  6.790511e-03  8.522781e-03  4.220557e-02   \n",
       "0  2012.0  1.954374e-02  0.022992  6.467808e-03  5.509714e-03  2.406449e-02   \n",
       "0  2013.0  2.199447e-02  0.024528  1.180301e-02  1.517788e-02  7.831331e-03   \n",
       "0  2014.0  3.133478e-02  0.029083  3.179665e-02  1.261833e-02  9.720952e-03   \n",
       "0  2015.0  2.279532e-02  0.025923  6.109068e-02  1.324893e-02  1.061441e-02   \n",
       "0  2016.0  1.637333e-02  0.027472  2.489201e-02  1.586443e-02  1.963526e-02   \n",
       "0  2017.0  1.599470e-02  0.037390  9.999221e-03  1.330615e-02  2.577314e-02   \n",
       "0  2018.0  2.107408e-02  0.045860  1.127406e-02  5.835404e-03  2.189646e-02   \n",
       "\n",
       "             T6            T7            T8            T9  ...    \\\n",
       "0  3.286259e-02  9.729586e-04  4.369198e-03  5.313696e-02  ...     \n",
       "0  1.357108e-02  4.660264e-06  8.663818e-03  9.522344e-02  ...     \n",
       "0  6.813541e-02  3.903055e-03  1.831116e-02  1.216820e-01  ...     \n",
       "0  2.308532e-02  2.526998e-03  2.107985e-03  3.789117e-02  ...     \n",
       "0  2.684025e-02  7.213316e-03  2.818752e-07  6.954862e-02  ...     \n",
       "0  2.835231e-07  2.835231e-07  2.835231e-07  2.835231e-07  ...     \n",
       "0  1.306373e-01  3.324571e-02  2.431764e-03  2.241040e-02  ...     \n",
       "0  1.869000e-02  6.666894e-03  6.666894e-03  6.666894e-03  ...     \n",
       "0  2.851740e-02  1.451455e-02  1.081142e-02  2.768468e-02  ...     \n",
       "0  6.264675e-02  6.064044e-03  3.689721e-03  3.710164e-02  ...     \n",
       "0  2.525258e-02  2.066379e-02  9.306325e-03  7.113526e-02  ...     \n",
       "0  2.241249e-02  1.766959e-02  1.430649e-02  1.148909e-01  ...     \n",
       "0  7.426649e-02  1.177222e-02  5.548907e-02  1.366374e-01  ...     \n",
       "0  1.603118e-02  2.200546e-02  1.122466e-02  5.969793e-02  ...     \n",
       "0  2.005097e-02  2.461465e-02  9.787396e-03  7.325214e-02  ...     \n",
       "0  1.131657e-02  2.298650e-02  2.651611e-02  5.100305e-02  ...     \n",
       "0  1.513023e-02  3.420536e-02  6.930492e-02  3.888294e-02  ...     \n",
       "0  9.462691e-03  3.511913e-02  8.174468e-03  3.003143e-02  ...     \n",
       "0  1.652470e-02  2.294206e-02  8.616010e-03  1.733397e-02  ...     \n",
       "\n",
       "            T22           T23       T24           T25           T26       T27  \\\n",
       "0  1.192882e-05  4.141852e-02  0.004557  1.192882e-05  1.192882e-05  0.179356   \n",
       "0  3.180900e-03  8.284706e-02  0.010721  4.660264e-06  2.537103e-03  0.135996   \n",
       "0  6.225167e-03  1.303132e-01  0.001760  1.053268e-03  1.000055e-05  0.130821   \n",
       "0  8.322927e-03  2.366046e-02  0.010140  1.316841e-05  4.803773e-03  0.141592   \n",
       "0  8.357862e-03  1.670987e-02  0.016183  2.818752e-07  1.041261e-02  0.223624   \n",
       "0  2.835231e-07  2.835231e-07  0.010652  2.835231e-07  2.835231e-07  0.311025   \n",
       "0  2.382011e-03  4.513607e-04  0.022159  3.023815e-05  6.061131e-04  0.159568   \n",
       "0  6.666894e-03  6.666894e-03  0.006667  6.666894e-03  6.666894e-03  0.134905   \n",
       "0  1.174532e-02  3.179335e-02  0.016648  1.081142e-02  1.081142e-02  0.077469   \n",
       "0  6.949904e-03  6.068339e-02  0.027001  3.371231e-04  5.623579e-03  0.219906   \n",
       "0  6.409447e-03  4.120134e-02  0.048436  1.797372e-05  2.454142e-04  0.089239   \n",
       "0  7.445189e-03  3.407277e-02  0.013701  3.723509e-05  3.379123e-03  0.099394   \n",
       "0  3.504364e-02  2.060315e-02  0.013478  5.933309e-03  6.032070e-03  0.147015   \n",
       "0  6.299820e-02  1.988634e-02  0.014098  3.090552e-02  1.946464e-03  0.170210   \n",
       "0  3.957860e-02  4.017801e-02  0.026914  1.468253e-02  3.374551e-03  0.148496   \n",
       "0  1.778457e-02  1.941057e-02  0.020328  2.152390e-02  2.448873e-03  0.085592   \n",
       "0  7.275037e-03  1.400581e-02  0.039028  1.057121e-02  2.169378e-02  0.060502   \n",
       "0  9.311823e-03  1.804963e-02  0.046484  7.853282e-03  5.745336e-03  0.054074   \n",
       "0  2.713162e-02  1.163424e-02  0.025128  2.474095e-03  6.185441e-03  0.041336   \n",
       "\n",
       "            T28       T29           T30  Total  \n",
       "0  1.762722e-02  0.006853  6.800587e-03    1.0  \n",
       "0  7.824005e-03  0.003347  3.586284e-03    1.0  \n",
       "0  1.619964e-02  0.006727  2.859522e-03    1.0  \n",
       "0  1.373319e-02  0.016926  1.678812e-02    1.0  \n",
       "0  4.229193e-02  0.019730  1.353171e-02    1.0  \n",
       "0  2.835231e-07  0.026732  2.835231e-07    1.0  \n",
       "0  4.960263e-02  0.006565  3.674037e-02    1.0  \n",
       "0  1.189327e-02  0.025150  6.666894e-03    1.0  \n",
       "0  4.277392e-02  0.021887  1.081142e-02    1.0  \n",
       "0  3.179784e-02  0.012637  1.321136e-03    1.0  \n",
       "0  5.433991e-02  0.022199  1.274815e-02    1.0  \n",
       "0  5.253267e-02  0.028391  1.789354e-02    1.0  \n",
       "0  5.003000e-02  0.031943  1.024448e-02    1.0  \n",
       "0  4.480634e-02  0.019705  2.864605e-02    1.0  \n",
       "0  4.443855e-02  0.021039  1.949783e-02    1.0  \n",
       "0  4.312047e-02  0.020004  1.858074e-02    1.0  \n",
       "0  5.121738e-02  0.020866  1.974548e-02    1.0  \n",
       "0  5.747351e-02  0.026609  2.062983e-02    1.0  \n",
       "0  5.397735e-02  0.044186  1.699852e-02    1.0  \n",
       "\n",
       "[19 rows x 32 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2000\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('media-ans-option4-thetas.csv',index=False)\n",
    "topics_df.to_csv('media-ans-option4-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('media-ans-option4.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'media-ans-option4-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'media-ans-option4-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a200f86a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=1200,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(7,6, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('media-ans-wordcloud-4.eps')\n",
    "    f.savefig('media-ans-wordcloud-4.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Thematic Diversity by Topic Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "document topic distribution\n",
    "terms topic distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LdaModel(num_terms=22309, num_topics=30, decay=0.5, chunksize=2000)\n"
     ]
    }
   ],
   "source": [
    "print(lda_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute the average topic prevalence (p_i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_docs_proba = np.zeros( (len(lda_model[corpus]), num_topics) )\n",
    "for i, row in enumerate(lda_model[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            topics_docs_proba[i][topic_num-1] = prop_topic\n",
    "\n",
    "topics_docs_proba = topics_docs_proba.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def p(topic):\n",
    "    return np.mean(topics_docs_proba[topic])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute similarities between topics by terms distribution (delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rows x columns 30 22309\n"
     ]
    }
   ],
   "source": [
    "topics_terms = lda_model.state.get_lambda()\n",
    "topics_terms_proba = np.apply_along_axis(lambda x: x/x.sum(),1,topics_terms)\n",
    "print('rows x columns', len(topics_terms_proba), len(topics_terms_proba[0]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.         0.26350658 0.24428812 0.22679358 0.36650763 0.50015881\n",
      "  0.38078498 0.34629133 0.38518041 0.35733362 0.30301105 0.21584188\n",
      "  0.40965514 0.30994966 0.29380667 0.41479862 0.30993158 0.50193717\n",
      "  0.42193336 0.39469177 0.43095149 0.36613869 0.34479549 0.3228981\n",
      "  0.24664219 0.32331614 0.39419163 0.28763344 0.23361577 0.33889116]\n",
      " [0.26350658 1.         0.28990877 0.18401567 0.18888208 0.22464603\n",
      "  0.35557907 0.24875145 0.23675778 0.35539103 0.12965342 0.19309031\n",
      "  0.28826804 0.23495798 0.20262086 0.20561886 0.16195996 0.26118759\n",
      "  0.24437048 0.24080912 0.22015231 0.15163435 0.23110791 0.28653668\n",
      "  0.0895061  0.21187825 0.17356489 0.3510428  0.35059647 0.25110421]\n",
      " [0.24428812 0.28990877 1.         0.23360274 0.20701042 0.25615861\n",
      "  0.40515104 0.41302743 0.42696034 0.36363476 0.15796701 0.76337192\n",
      "  0.21286505 0.21348905 0.18671084 0.18757463 0.20205858 0.21043534\n",
      "  0.20764635 0.29387413 0.28335956 0.16792343 0.33750053 0.2653505\n",
      "  0.2000458  0.16361816 0.22427969 0.23055742 0.14696658 0.18732564]\n",
      " [0.22679358 0.18401567 0.23360274 1.         0.1501914  0.20079533\n",
      "  0.33901672 0.64853776 0.30012587 0.23678614 0.13523051 0.17619735\n",
      "  0.16833092 0.23698409 0.24583669 0.177864   0.26086383 0.2047988\n",
      "  0.20011604 0.30964967 0.2132301  0.22989163 0.333031   0.46206286\n",
      "  0.13796504 0.16365427 0.20827165 0.17993567 0.07361769 0.16670701]\n",
      " [0.36650763 0.18888208 0.20701042 0.1501914  1.         0.49825626\n",
      "  0.19660948 0.21669584 0.44868815 0.41837948 0.35042759 0.11959966\n",
      "  0.16737169 0.60768723 0.44567083 0.19757036 0.54628475 0.30063303\n",
      "  0.23619828 0.35030516 0.59821733 0.17727696 0.59846606 0.24766422\n",
      "  0.37754779 0.16571974 0.5518255  0.20847808 0.07332887 0.133083  ]\n",
      " [0.50015881 0.22464603 0.25615861 0.20079533 0.49825626 1.\n",
      "  0.44451492 0.34464318 0.6622481  0.41964511 0.6725645  0.24587697\n",
      "  0.28500572 0.5569648  0.5317309  0.33520025 0.49958427 0.59745125\n",
      "  0.47941316 0.65381205 0.69160567 0.53974913 0.47134026 0.45472885\n",
      "  0.48038853 0.22855379 0.76435545 0.30925434 0.19679426 0.25107644]\n",
      " [0.38078498 0.35557907 0.40515104 0.33901672 0.19660948 0.44451492\n",
      "  1.         0.44095354 0.48200651 0.44321593 0.26680377 0.35602717\n",
      "  0.34598434 0.31962041 0.29817742 0.25023709 0.28020942 0.41938064\n",
      "  0.48333205 0.58424283 0.30866747 0.3214257  0.29692873 0.58554119\n",
      "  0.19942403 0.23049015 0.30343248 0.35826631 0.25550851 0.24291748]\n",
      " [0.34629133 0.24875145 0.41302743 0.64853776 0.21669584 0.34464318\n",
      "  0.44095354 1.         0.47969934 0.35689608 0.2720119  0.36881884\n",
      "  0.25701978 0.28331541 0.30827446 0.26464389 0.34754449 0.31887543\n",
      "  0.28136104 0.45616391 0.36332124 0.37664804 0.43884331 0.50078218\n",
      "  0.21013729 0.21354602 0.39787476 0.25404244 0.13571008 0.22471419]\n",
      " [0.38518041 0.23675778 0.42696034 0.30012587 0.44868815 0.6622481\n",
      "  0.48200651 0.47969934 1.         0.46605239 0.5253972  0.35841879\n",
      "  0.25072742 0.52560741 0.50398109 0.25392797 0.54348103 0.39622021\n",
      "  0.33597367 0.74359078 0.63654483 0.52585797 0.59923806 0.54392909\n",
      "  0.44017341 0.19640211 0.73101873 0.27944215 0.19320502 0.20022645]\n",
      " [0.35733362 0.35539103 0.36363476 0.23678614 0.41837948 0.41964511\n",
      "  0.44321593 0.35689608 0.46605239 1.         0.25039039 0.28783117\n",
      "  0.37139745 0.43954104 0.44112345 0.37223451 0.36078754 0.37766407\n",
      "  0.26516762 0.53099464 0.38850628 0.31438326 0.46251183 0.58313307\n",
      "  0.25095955 0.3623624  0.36638463 0.45574625 0.16048111 0.30956619]\n",
      " [0.30301105 0.12965342 0.15796701 0.13523051 0.35042759 0.6725645\n",
      "  0.26680377 0.2720119  0.5253972  0.25039039 1.         0.15815234\n",
      "  0.16066063 0.34399596 0.36450162 0.18401017 0.35908293 0.3485907\n",
      "  0.31822866 0.43647809 0.73890947 0.46031844 0.37865137 0.28404404\n",
      "  0.49547251 0.10679918 0.686297   0.1598409  0.13305097 0.13136675]\n",
      " [0.21584188 0.19309031 0.76337192 0.17619735 0.11959966 0.24587697\n",
      "  0.35602717 0.36881884 0.35841879 0.28783117 0.15815234 1.\n",
      "  0.19127357 0.16866953 0.19567486 0.16828167 0.21387825 0.21775387\n",
      "  0.19427617 0.3227265  0.20213978 0.2281365  0.23039749 0.3068159\n",
      "  0.19173549 0.13203692 0.23207453 0.23933696 0.1246315  0.16544025]\n",
      " [0.40965514 0.28826804 0.21286505 0.16833092 0.16737169 0.28500572\n",
      "  0.34598434 0.25701978 0.25072742 0.37139745 0.16066063 0.19127357\n",
      "  1.         0.18518286 0.2014646  0.46418124 0.16783776 0.30024003\n",
      "  0.28782236 0.28409811 0.22115377 0.23578012 0.23460818 0.36153892\n",
      "  0.15911898 0.3953711  0.18556142 0.4449885  0.28068363 0.47506655]\n",
      " [0.30994966 0.23495798 0.21348905 0.23698409 0.60768723 0.5569648\n",
      "  0.31962041 0.28331541 0.52560741 0.43954104 0.34399596 0.16866953\n",
      "  0.18518286 1.         0.87344034 0.24888164 0.74952782 0.4349327\n",
      "  0.39702036 0.57230493 0.64939958 0.42617596 0.58783108 0.41620353\n",
      "  0.34363706 0.21948843 0.6782083  0.29424505 0.12800046 0.157707  ]\n",
      " [0.29380667 0.20262086 0.18671084 0.24583669 0.44567083 0.5317309\n",
      "  0.29817742 0.30827446 0.50398109 0.44112345 0.36450162 0.19567486\n",
      "  0.2014646  0.87344034 1.         0.28025911 0.74029677 0.45572066\n",
      "  0.36798233 0.5850564  0.62008864 0.56288748 0.55950642 0.43238596\n",
      "  0.33765022 0.26611009 0.70641034 0.29065114 0.10309261 0.19078983]\n",
      " [0.41479862 0.20561886 0.18757463 0.177864   0.19757036 0.33520025\n",
      "  0.25023709 0.26464389 0.25392797 0.37223451 0.18401017 0.16828167\n",
      "  0.46418124 0.24888164 0.28025911 1.         0.22785435 0.31809116\n",
      "  0.21898815 0.26953268 0.3167496  0.32017014 0.32752884 0.3223057\n",
      "  0.1520819  0.42698923 0.29699304 0.32576702 0.21319894 0.55465155]\n",
      " [0.30993158 0.16195996 0.20205858 0.26086383 0.54628475 0.49958427\n",
      "  0.28020942 0.34754449 0.54348103 0.36078754 0.35908293 0.21387825\n",
      "  0.16783776 0.74952782 0.74029677 0.22785435 1.         0.38996399\n",
      "  0.37300458 0.58576256 0.59868406 0.42383105 0.55000711 0.37031485\n",
      "  0.32715622 0.21267973 0.63667542 0.25103817 0.10963975 0.16416521]\n",
      " [0.50193717 0.26118759 0.21043534 0.2047988  0.30063303 0.59745125\n",
      "  0.41938064 0.31887543 0.39622021 0.37766407 0.3485907  0.21775387\n",
      "  0.30024003 0.4349327  0.45572066 0.31809116 0.38996399 1.\n",
      "  0.41859079 0.49966324 0.48616311 0.45355143 0.39692177 0.44486445\n",
      "  0.19798204 0.23411966 0.49407112 0.36195578 0.18316952 0.2733152 ]\n",
      " [0.42193336 0.24437048 0.20764635 0.20011604 0.23619828 0.47941316\n",
      "  0.48333205 0.28136104 0.33597367 0.26516762 0.31822866 0.19427617\n",
      "  0.28782236 0.39702036 0.36798233 0.21898815 0.37300458 0.41859079\n",
      "  1.         0.49760741 0.34096276 0.38165589 0.20539883 0.27330727\n",
      "  0.28067281 0.23452997 0.38934103 0.32349821 0.20615485 0.2126328 ]\n",
      " [0.39469177 0.24080912 0.29387413 0.30964967 0.35030516 0.65381205\n",
      "  0.58424283 0.45616391 0.74359078 0.53099464 0.43647809 0.3227265\n",
      "  0.28409811 0.57230493 0.5850564  0.26953268 0.58576256 0.49966324\n",
      "  0.49760741 1.         0.49526322 0.55904941 0.42931081 0.72689376\n",
      "  0.37924464 0.24655166 0.63910648 0.42369887 0.16279295 0.24497929]\n",
      " [0.43095149 0.22015231 0.28335956 0.2132301  0.59821733 0.69160567\n",
      "  0.30866747 0.36332124 0.63654483 0.38850628 0.73890947 0.20213978\n",
      "  0.22115377 0.64939958 0.62008864 0.3167496  0.59868406 0.48616311\n",
      "  0.34096276 0.49526322 1.         0.44533753 0.74466965 0.33868704\n",
      "  0.41538659 0.19675827 0.7717158  0.23446303 0.20059077 0.20131502]\n",
      " [0.36613869 0.15163435 0.16792343 0.22989163 0.17727696 0.53974913\n",
      "  0.3214257  0.37664804 0.52585797 0.31438326 0.46031844 0.2281365\n",
      "  0.23578012 0.42617596 0.56288748 0.32017014 0.42383105 0.45355143\n",
      "  0.38165589 0.55904941 0.44533753 1.         0.33042342 0.41450617\n",
      "  0.48385961 0.21106982 0.70598728 0.24638304 0.11485204 0.23009636]\n",
      " [0.34479549 0.23110791 0.33750053 0.333031   0.59846606 0.47134026\n",
      "  0.29692873 0.43884331 0.59923806 0.46251183 0.37865137 0.23039749\n",
      "  0.23460818 0.58783108 0.55950642 0.32752884 0.55000711 0.39692177\n",
      "  0.20539883 0.42931081 0.74466965 0.33042342 1.         0.39590178\n",
      "  0.30491798 0.20659761 0.57925681 0.23200258 0.18967121 0.19608693]\n",
      " [0.3228981  0.28653668 0.2653505  0.46206286 0.24766422 0.45472885\n",
      "  0.58554119 0.50078218 0.54392909 0.58313307 0.28404404 0.3068159\n",
      "  0.36153892 0.41620353 0.43238596 0.3223057  0.37031485 0.44486445\n",
      "  0.27330727 0.72689376 0.33868704 0.41450617 0.39590178 1.\n",
      "  0.24709053 0.27594867 0.41001305 0.45097689 0.18187021 0.30458536]\n",
      " [0.24664219 0.0895061  0.2000458  0.13796504 0.37754779 0.48038853\n",
      "  0.19942403 0.21013729 0.44017341 0.25095955 0.49547251 0.19173549\n",
      "  0.15911898 0.34363706 0.33765022 0.1520819  0.32715622 0.19798204\n",
      "  0.28067281 0.37924464 0.41538659 0.48385961 0.30491798 0.24709053\n",
      "  1.         0.11384216 0.52180194 0.11497438 0.07622299 0.12112506]\n",
      " [0.32331614 0.21187825 0.16361816 0.16365427 0.16571974 0.22855379\n",
      "  0.23049015 0.21354602 0.19640211 0.3623624  0.10679918 0.13203692\n",
      "  0.3953711  0.21948843 0.26611009 0.42698923 0.21267973 0.23411966\n",
      "  0.23452997 0.24655166 0.19675827 0.21106982 0.20659761 0.27594867\n",
      "  0.11384216 1.         0.18650628 0.36932172 0.20041495 0.4537181 ]\n",
      " [0.39419163 0.17356489 0.22427969 0.20827165 0.5518255  0.76435545\n",
      "  0.30343248 0.39787476 0.73101873 0.36638463 0.686297   0.23207453\n",
      "  0.18556142 0.6782083  0.70641034 0.29699304 0.63667542 0.49407112\n",
      "  0.38934103 0.63910648 0.7717158  0.70598728 0.57925681 0.41001305\n",
      "  0.52180194 0.18650628 1.         0.2479611  0.13748521 0.20202377]\n",
      " [0.28763344 0.3510428  0.23055742 0.17993567 0.20847808 0.30925434\n",
      "  0.35826631 0.25404244 0.27944215 0.45574625 0.1598409  0.23933696\n",
      "  0.4449885  0.29424505 0.29065114 0.32576702 0.25103817 0.36195578\n",
      "  0.32349821 0.42369887 0.23446303 0.24638304 0.23200258 0.45097689\n",
      "  0.11497438 0.36932172 0.2479611  1.         0.23204453 0.42594512]\n",
      " [0.23361577 0.35059647 0.14696658 0.07361769 0.07332887 0.19679426\n",
      "  0.25550851 0.13571008 0.19320502 0.16048111 0.13305097 0.1246315\n",
      "  0.28068363 0.12800046 0.10309261 0.21319894 0.10963975 0.18316952\n",
      "  0.20615485 0.16279295 0.20059077 0.11485204 0.18967121 0.18187021\n",
      "  0.07622299 0.20041495 0.13748521 0.23204453 1.         0.31632244]\n",
      " [0.33889116 0.25110421 0.18732564 0.16670701 0.133083   0.25107644\n",
      "  0.24291748 0.22471419 0.20022645 0.30956619 0.13136675 0.16544025\n",
      "  0.47506655 0.157707   0.19078983 0.55465155 0.16416521 0.2733152\n",
      "  0.2126328  0.24497929 0.20131502 0.23009636 0.19608693 0.30458536\n",
      "  0.12112506 0.4537181  0.20202377 0.42594512 0.31632244 1.        ]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "topics_similarities = cosine_similarity(topics_terms_proba)\n",
    "print(topics_similarities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def delta_i_j(i, j):\n",
    "    return 1 - topics_similarities[i][j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sum_i_j(i, j):\n",
    "    return delta_i_j(i, j) * p(i) * p(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num topics =  30\n",
      "Num terms =  22309\n",
      "Num documents =  3782\n",
      "Thematic diversity ANS Media (topic modeling) = 0.31514746142977285\n"
     ]
    }
   ],
   "source": [
    "# remember that similarity is 1 - topics_similarities\n",
    "diversity = 0.0\n",
    "print('Num topics = ', num_topics)\n",
    "print('Num terms = ', len(topics_terms_proba[0]))\n",
    "print('Num documents = ', len(lda_model[corpus]))\n",
    "for i in np.arange(num_topics-1):\n",
    "    for j in np.arange(i+1, num_topics):\n",
    "        diversity = (diversity + sum_i_j(i, j))\n",
    "print('Thematic diversity ANS Media (topic modeling) =', diversity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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